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| Publications of Elizabeth M. Brannon :chronological alphabetical combined listing:%% Journal Articles @article{fds250856, Author = {NK DeWind and GK Adams and ML Platt and EM Brannon}, Title = {Modeling the approximate number system to quantify the contribution of visual stimulus features.}, Journal = {Cognition}, Volume = {142}, Pages = {247-265}, Year = {2015}, Month = {September}, ISSN = {0010-0277}, url = {http://dx.doi.org/10.1016/j.cognition.2015.05.016}, Abstract = {The approximate number system (ANS) subserves estimation of the number of items in a set. Typically, ANS function is assessed by requiring participants to compare the number of dots in two arrays. Accuracy is determined by the numerical ratio of the sets being compared, and each participant's Weber fraction (w) provides a quantitative index of ANS acuity. When making numerical comparisons, however, performance is also influenced by non-numerical features of the stimuli, such as the size and spacing of dots. Current models of numerosity comparison do not account for these effects and consequently lead to different estimates of w depending on the methods used to control for non-numerical features. Here we proffer a new model that teases apart the effects of ANS acuity from the effects of non-numerical stimulus features. The result is an estimate of w that is a more theoretically valid representation of numerical acuity and novel terms that denote the degree to which a participant's perception of number is affected by non-numerical features. We tested this model in a sample of 20 adults and found that, by correctly attributing errors due to non-numerical stimulus features, the w obtained was more reliable across different stimulus conditions. We found that although non-numerical features biased numerosity discriminations in all participants, number was the primary feature driving discriminations in most of them. Our findings support the idea that, while numerosity is a distinct visual quantity, the internal representation of number is tightly bound to the representation of other magnitudes. This tool for identifying the different effects of the numerical and non-numerical features of a stimulus has important implications not only for the behavioral investigation of the ANS, but also for the collection and analyses of neural data sets associated with ANS function.}, Doi = {10.1016/j.cognition.2015.05.016}, Key = {fds250856} } @article{fds250857, Author = {J Holmes and S Butterfield and F Cormack and AV Loenhoud and L Ruggero and L Kashikar and S Gathercole}, Title = {Improving working memory in children with low language abilities}, Journal = {Frontiers in Psychology}, Volume = {6}, Year = {2015}, Month = {April}, url = {http://dx.doi.org/10.3389/fpsyg.2015.00519}, Doi = {10.3389/fpsyg.2015.00519}, Key = {fds250857} } @article{fds250858, Author = {J Park and EM Brannon}, Title = {Improving arithmetic performance with number sense training: an investigation of underlying mechanism.}, Journal = {Cognition}, Volume = {133}, Number = {1}, Pages = {188-200}, Year = {2014}, Month = {October}, ISSN = {0010-0277}, url = {http://dx.doi.org/10.1016/j.cognition.2014.06.011}, Abstract = {A nonverbal primitive number sense allows approximate estimation and mental manipulations on numerical quantities without the use of numerical symbols. In a recent randomized controlled intervention study in adults, we demonstrated that repeated training on a non-symbolic approximate arithmetic task resulted in improved exact symbolic arithmetic performance, suggesting a causal relationship between the primitive number sense and arithmetic competence. Here, we investigate the potential mechanisms underlying this causal relationship. We constructed multiple training conditions designed to isolate distinct cognitive components of the approximate arithmetic task. We then assessed the effectiveness of these training conditions in improving exact symbolic arithmetic in adults. We found that training on approximate arithmetic, but not on numerical comparison, numerical matching, or visuo-spatial short-term memory, improves symbolic arithmetic performance. In addition, a second experiment revealed that our approximate arithmetic task does not require verbal encoding of number, ruling out an alternative explanation that participants use exact symbolic strategies during approximate arithmetic training. Based on these results, we propose that nonverbal numerical quantity manipulation is one key factor that drives the link between the primitive number sense and symbolic arithmetic competence. Future work should investigate whether training young children on approximate arithmetic tasks even before they solidify their symbolic number understanding is fruitful for improving readiness for math education.}, Doi = {10.1016/j.cognition.2014.06.011}, Key = {fds250858} } @article{fds250863, Author = {M Pinhas and SE Donohue and MG Woldorff and EM Brannon}, Title = {Electrophysiological evidence for the involvement of the approximate number system in preschoolers' processing of spoken number words.}, Journal = {Journal of cognitive neuroscience}, Volume = {26}, Number = {9}, Pages = {1891-1904}, Year = {2014}, Month = {September}, ISSN = {0898-929X}, url = {http://dx.doi.org/10.1162/jocn_a_00631}, Abstract = {Little is known about the neural underpinnings of number word comprehension in young children. Here we investigated the neural processing of these words during the crucial developmental window in which children learn their meanings and asked whether such processing relies on the Approximate Number System. ERPs were recorded as 3- to 5-year-old children heard the words one, two, three, or six while looking at pictures of 1, 2, 3, or 6 objects. The auditory number word was incongruent with the number of visual objects on half the trials and congruent on the other half. Children's number word comprehension predicted their ERP incongruency effects. Specifically, children with the least number word knowledge did not show any ERP incongruency effects, whereas those with intermediate and high number word knowledge showed an enhanced, negative polarity incongruency response (N(inc)) over centroparietal sites from 200 to 500 msec after the number word onset. This negativity was followed by an enhanced, positive polarity incongruency effect (P(inc)) that emerged bilaterally over parietal sites at about 700 msec. Moreover, children with the most number word knowledge showed ratio dependence in the P(inc) (larger for greater compared with smaller numerical mismatches), a hallmark of the Approximate Number System. Importantly, a similar modulation of the P(inc) from 700 to 800 msec was found in children with intermediate number word knowledge. These results provide the first neural correlates of spoken number word comprehension in preschoolers and are consistent with the view that children map number words onto approximate number representations before they fully master the verbal count list.}, Doi = {10.1162/jocn_a_00631}, Key = {fds250863} } @article{fds250862, Author = {CB Drucker and EM Brannon}, Title = {Rhesus monkeys (Macaca mulatta) map number onto space.}, Journal = {Cognition}, Volume = {132}, Number = {1}, Pages = {57-67}, Year = {2014}, Month = {July}, ISSN = {0010-0277}, url = {http://dx.doi.org/10.1016/j.cognition.2014.03.011}, Abstract = {Humans map number onto space. However, the origins of this association, and particularly the degree to which it depends upon cultural experience, are not fully understood. Here we provide the first demonstration of a number-space mapping in a non-human primate. We trained four adult male rhesus macaques (Macaca mulatta) to select the fourth position from the bottom of a five-element vertical array. Monkeys maintained a preference to choose the fourth position through changes in the appearance, location, and spacing of the vertical array. We next asked whether monkeys show a spatially-oriented number mapping by testing their responses to the same five-element stimulus array rotated ninety degrees into a horizontal line. In these horizontal probe trials, monkeys preferentially selected the fourth position from the left, but not the fourth position from the right. Our results indicate that rhesus macaques map number onto space, suggesting that the association between number and space in human cognition is not purely a result of cultural experience and instead has deep evolutionary roots.}, Doi = {10.1016/j.cognition.2014.03.011}, Key = {fds250862} } @article{fds250861, Author = {EL MacLean and B Hare and CL Nunn and E Addessi and F Amici and RC Anderson, F Aureli and JM Baker and AE Bania and AM Barnard and NJ Boogert, EM Brannon and EE Bray and J Bray and LJ Brent and JM Burkart and J Call and JF Cantlon and LG Cheke and NS Clayton and MM Delgado and LJ DiVincenti, K Fujita and E Herrmann and C Hiramatsu and LF Jacobs and KE Jordan, JR Laude and KL Leimgruber and EJ Messer and AC Moura and L Ostojić, A Picard and ML Platt and JM Plotnik and F Range and SM Reader, RB Reddy and AA Sandel and LR Santos and K Schumann and AM Seed and KB Sewall and RC Shaw and KE Slocombe and Y Su and A Takimoto and J Tan and R Tao, CP van Schaik and Z Virányi and E Visalberghi and JC Wade and A Watanabe, J Widness and JK Young and TR Zentall and Y Zhao}, Title = {The evolution of self-control.}, Journal = {Proceedings of the National Academy of Sciences of the United States of America}, Volume = {111}, Number = {20}, Pages = {E2140-E2148}, Year = {2014}, Month = {May}, ISSN = {0027-8424}, url = {http://dx.doi.org/10.1073/pnas.1323533111}, Abstract = {Cognition presents evolutionary research with one of its greatest challenges. Cognitive evolution has been explained at the proximate level by shifts in absolute and relative brain volume and at the ultimate level by differences in social and dietary complexity. However, no study has integrated the experimental and phylogenetic approach at the scale required to rigorously test these explanations. Instead, previous research has largely relied on various measures of brain size as proxies for cognitive abilities. We experimentally evaluated these major evolutionary explanations by quantitatively comparing the cognitive performance of 567 individuals representing 36 species on two problem-solving tasks measuring self-control. Phylogenetic analysis revealed that absolute brain volume best predicted performance across species and accounted for considerably more variance than brain volume controlling for body mass. This result corroborates recent advances in evolutionary neurobiology and illustrates the cognitive consequences of cortical reorganization through increases in brain volume. Within primates, dietary breadth but not social group size was a strong predictor of species differences in self-control. Our results implicate robust evolutionary relationships between dietary breadth, absolute brain volume, and self-control. These findings provide a significant first step toward quantifying the primate cognitive phenome and explaining the process of cognitive evolution.}, Doi = {10.1073/pnas.1323533111}, Key = {fds250861} } @article{fds302514, Author = {SM Jones and J Pearson and NK DeWind and D Paulsen and AM Tenekedjieva and EM Brannon}, Title = {Lemurs and macaques show similar numerical sensitivity.}, Journal = {Anim Cogn}, Volume = {17}, Number = {3}, Pages = {503-515}, Year = {2014}, Month = {May}, url = {http://www.ncbi.nlm.nih.gov/pubmed/24068469}, Abstract = {We investigated the precision of the approximate number system (ANS) in three lemur species (Lemur catta, Eulemur mongoz, and Eulemur macaco flavifrons), one Old World monkey species (Macaca mulatta) and humans (Homo sapiens). In Experiment 1, four individuals of each nonhuman primate species were trained to select the numerically larger of two visual arrays on a touchscreen. We estimated numerical acuity by modeling Weber fractions (w) and found quantitatively equivalent performance among all four nonhuman primate species. In Experiment 2, we tested adult humans in a similar procedure, and they outperformed the four nonhuman species but showed qualitatively similar performance. These results indicate that the ANS is conserved over the primate order.}, Doi = {10.1007/s10071-013-0682-3}, Key = {fds302514} } @article{fds250864, Author = {J Park and R Li and EM Brannon}, Title = {Neural connectivity patterns underlying symbolic number processing indicate mathematical achievement in children}, Journal = {Developmental Science}, Volume = {17}, Number = {2}, Pages = {187-202}, Year = {2014}, Month = {March}, ISSN = {1363-755X}, url = {http://dx.doi.org/10.1111/desc.12114}, Abstract = {In early childhood, humans learn culturally specific symbols for number that allow them entry into the world of complex numerical thinking. Yet little is known about how the brain supports the development of the uniquely human symbolic number system. Here, we use functional magnetic resonance imaging along with an effective connectivity analysis to investigate the neural substrates for symbolic number processing in young children. We hypothesized that, as children solidify the mapping between symbols and underlying magnitudes, important developmental changes occur in the neural communication between the right parietal region, important for the representation of non-symbolic numerical magnitudes, and other brain regions known to be critical for processing numerical symbols. To test this hypothesis, we scanned children between 4 and 6 years of age while they performed a magnitude comparison task with Arabic numerals (numerical, symbolic), dot arrays (numerical, non-symbolic), and lines (non-numerical). We then identified the right parietal seed region that showed greater blood-oxygen-level-dependent signal in the numerical versus the non-numerical conditions. A psychophysiological interaction method was used to find patterns of effective connectivity arising from this parietal seed region specific to symbolic compared to non-symbolic number processing. Two brain regions, the left supramarginal gyrus and the right precentral gyrus, showed significant effective connectivity from the right parietal cortex. Moreover, the degree of this effective connectivity to the left supramarginal gyrus was correlated with age, and the degree of the connectivity to the right precentral gyrus predicted performance on a standardized symbolic math test. These findings suggest that effective connectivity underlying symbolic number processing may be critical as children master the associations between numerical symbols and magnitudes, and that these connectivity patterns may serve as an important indicator of mathematical achievement. © 2013 John Wiley & Sons Ltd.}, Doi = {10.1111/desc.12114}, Key = {fds250864} } @article{fds250866, Author = {J Park and R Li and EM Brannon}, Title = {Neural connectivity patterns underlying symbolic number processing indicate mathematical achievement in children.}, Journal = {Dev Sci}, Volume = {17}, Number = {2}, Pages = {187-202}, Year = {2014}, Month = {March}, url = {http://www.ncbi.nlm.nih.gov/pubmed/24267664}, Abstract = {In early childhood, humans learn culturally specific symbols for number that allow them entry into the world of complex numerical thinking. Yet little is known about how the brain supports the development of the uniquely human symbolic number system. Here, we use functional magnetic resonance imaging along with an effective connectivity analysis to investigate the neural substrates for symbolic number processing in young children. We hypothesized that, as children solidify the mapping between symbols and underlying magnitudes, important developmental changes occur in the neural communication between the right parietal region, important for the representation of non-symbolic numerical magnitudes, and other brain regions known to be critical for processing numerical symbols. To test this hypothesis, we scanned children between 4 and 6 years of age while they performed a magnitude comparison task with Arabic numerals (numerical, symbolic), dot arrays (numerical, non-symbolic), and lines (non-numerical). We then identified the right parietal seed region that showed greater blood-oxygen-level-dependent signal in the numerical versus the non-numerical conditions. A psychophysiological interaction method was used to find patterns of effective connectivity arising from this parietal seed region specific to symbolic compared to non-symbolic number processing. Two brain regions, the left supramarginal gyrus and the right precentral gyrus, showed significant effective connectivity from the right parietal cortex. Moreover, the degree of this effective connectivity to the left supramarginal gyrus was correlated with age, and the degree of the connectivity to the right precentral gyrus predicted performance on a standardized symbolic math test. These findings suggest that effective connectivity underlying symbolic number processing may be critical as children master the associations between numerical symbols and magnitudes, and that these connectivity patterns may serve as an important indicator of mathematical achievement.}, Doi = {10.1111/desc.12114}, Key = {fds250866} } @article{fds250865, Author = {ME Libertus and A Starr and EM Brannon}, Title = {Number trumps area for 7-month-old infants.}, Journal = {Dev Psychol}, Volume = {50}, Number = {1}, Pages = {108-112}, Year = {2014}, Month = {January}, url = {http://www.ncbi.nlm.nih.gov/pubmed/23647413}, Abstract = {Over the past few decades, there has been extensive debate as to whether humans represent number abstractly and, if so, whether perceptual features of a set such as cumulative surface area or contour length are extracted more readily than number from the external world. Here we show that 7-month-old infants are sensitive to smaller ratio changes in number than cumulative area when each variable is tested separately and that infants prefer to look at number changes compared with area changes when the 2 variables are pitted directly against each other. Our results provide strong evidence that number is a more salient dimension to young infants than cumulative surface area and that infants' ability to discriminate sets on the basis of number is more finely tuned than their ability to discriminate sets on the basis of cumulative surface area.}, Doi = {10.1037/a0032986}, Key = {fds250865} } @article{fds250869, Author = {A Starr and ME Libertus and EM Brannon}, Title = {Number sense in infancy predicts mathematical abilities in childhood.}, Journal = {Proc Natl Acad Sci U S A}, Volume = {110}, Number = {45}, Pages = {18116-18120}, Year = {2013}, Month = {November}, url = {http://www.ncbi.nlm.nih.gov/pubmed/24145427}, Abstract = {Human infants in the first year of life possess an intuitive sense of number. This preverbal number sense may serve as a developmental building block for the uniquely human capacity for mathematics. In support of this idea, several studies have demonstrated that nonverbal number sense is correlated with mathematical abilities in children and adults. However, there has been no direct evidence that infant numerical abilities are related to mathematical abilities later in childhood. Here, we provide evidence that preverbal number sense in infancy predicts mathematical abilities in preschool-aged children. Numerical preference scores at 6 months of age correlated with both standardized math test scores and nonsymbolic number comparison scores at 3.5 years of age, suggesting that preverbal number sense facilitates the acquisition of numerical symbols and mathematical abilities. This relationship held even after controlling for general intelligence, indicating that preverbal number sense imparts a unique contribution to mathematical ability. These results validate the many prior studies purporting to show number sense in infancy and support the hypothesis that mathematics is built upon an intuitive sense of number that predates language.}, Doi = {10.1073/pnas.1302751110}, Key = {fds250869} } @article{fds250903, Author = {DJ Merritt and EM Brannon}, Title = {Nothing to it: precursors to a zero concept in preschoolers.}, Journal = {Behav Processes}, Volume = {93}, Pages = {91-97}, Year = {2013}, Month = {February}, ISSN = {0376-6357}, url = {http://www.ncbi.nlm.nih.gov/pubmed/23219980}, Abstract = {Do young children understand the numerical value of empty sets prior to developing a concept of symbolic zero? Are empty sets represented as mental magnitudes? In order to investigate these questions, we tested 4-year old children and adults with a numerical ordering task in which the goal was to select two stimuli in ascending numerical order with occasional empty set stimuli. Both children and adults showed distance effects for empty sets. Children who were unable to order the symbol zero (e.g., 0<1), but who successfully ordered countable integers (e.g., 2<4) nevertheless showed distance effects with empty sets. These results suggest that empty sets are represented on the same numerical continuum as non-empty sets and that children represent empty sets numerically prior to understanding symbolic zero.}, Doi = {10.1016/j.beproc.2012.11.001}, Key = {fds250903} } @article{fds250867, Author = {J Park and EM Brannon}, Title = {Training the Approximate Number System Improves Math Proficiency}, Journal = {Psychological Science}, Volume = {24}, Number = {10}, Pages = {2013-2019}, Year = {2013}, Month = {January}, ISSN = {0956-7976}, url = {http://dx.doi.org/10.1177/0956797613482944}, Abstract = {Humans and nonhuman animals share an approximate number system (ANS) that permits estimation and rough calculation of quantities without symbols. Recent studies show a correlation between the acuity of the ANS and performance in symbolic math throughout development and into adulthood, which suggests that the ANS may serve as a cognitive foundation for the uniquely human capacity for symbolic math. Such a proposition leads to the untested prediction that training aimed at improving ANS performance will transfer to improvement in symbolic-math ability. In the two experiments reported here, we showed that ANS training on approximate addition and subtraction of arrays of dots selectively improved symbolic addition and subtraction. This finding strongly supports the hypothesis that complex math skills are fundamentally linked to rudimentary preverbal quantitative abilities and provides the first direct evidence that the ANS and symbolic math may be causally related. It also raises the possibility that interventions aimed at the ANS could benefit children and adults who struggle with math. © The Author(s) 2013.}, Doi = {10.1177/0956797613482944}, Key = {fds250867} } @article{fds219915, Author = {Park, J. and Li, R. and Brannon}, Title = {Effective connectivity underlying symbolic number processing in children}, Journal = {Developmental Science}, Year = {2013}, url = {http://dx.doi.org/DOI: 10.1111/desc.12114}, Doi = {DOI: 10.1111/desc.12114}, Key = {fds219915} } @article{fds250868, Author = {A Starr and ME Libertus and EM Brannon}, Title = {Infants show ratio-dependent number discrimination regardless of set size}, Journal = {Infancy}, Volume = {18}, Number = {6}, Pages = {927-941}, Year = {2013}, ISSN = {1525-0008}, url = {http://dx.doi.org/10.1111/infa.12008}, Abstract = {Evidence for approximate number system (ANS) representations in infancy is robust but has typically only been found when infants are presented with arrays of four or more elements. In addition, several studies have found that infants fail to discriminate between small numbers when continuous variables such as surface area and contour length are controlled. These findings suggest that under some circumstances, infants fail to recruit either the ANS or object file representations for small sets. Here, we used a numerical change detection paradigm to assess 6-month-old infants' ability to represent small values. In Experiment 1, infants were tested with 1 versus 3, 1 versus 2, and 2 versus 3 dots. Infants successfully discriminated 1 versus 3 and 1 versus 2, but failed with 2 versus 3. In Experiment 2, we tested whether infants could compare small and large values with a 2 versus 4 condition. Across both experiments, infants' performance exhibited ratio dependence, the hallmark of the ANS. Our results indicate that infants can attend to the purely numerical attributes of small sets and that the numerical change detection paradigm accesses ANS representations in infancy regardless of set size. © International Society on Infant Studies (ISIS).}, Doi = {10.1111/infa.12008}, Key = {fds250868} } @article{fds250900, Author = {SM Jones and EM Brannon}, Title = {Lemurs show ratio dependent number discrimination in a spontaneous choice task}, Journal = {Frontiers in Comparative Psychology}, Year = {2013}, Key = {fds250900} } @article{fds250901, Author = {AB Starr and ME Libertus and EM Brannon}, Title = {Infants Show Ratio-dependent Number Discrimination Regardless of Set Size}, Journal = {Infancy}, Year = {2013}, ISSN = {1525-0008}, url = {http://dx.doi.org/10.1111/infa.12008}, Abstract = {Evidence for approximate number system (ANS) representations in infancy is robust but has typically only been found when infants are presented with arrays of four or more elements. In addition, several studies have found that infants fail to discriminate between small numbers when continuous variables such as surface area and contour length are controlled. These findings suggest that under some circumstances, infants fail to recruit either the ANS or object file representations for small sets. Here, we used a numerical change detection paradigm to assess 6-month-old infants' ability to represent small values. In Experiment 1, infants were tested with 1 versus 3, 1 versus 2, and 2 versus 3 dots. Infants successfully discriminated 1 versus 3 and 1 versus 2, but failed with 2 versus 3. In Experiment 2, we tested whether infants could compare small and large values with a 2 versus 4 condition. Across both experiments, infants' performance exhibited ratio dependence, the hallmark of the ANS. Our results indicate that infants can attend to the purely numerical attributes of small sets and that the numerical change detection paradigm accesses ANS representations in infancy regardless of set size. © International Society on Infant Studies (ISIS).}, Doi = {10.1111/infa.12008}, Key = {fds250901} } @article{fds311285, Author = {NK DeWind and EM Brannon}, Title = {Malleability of the approximate number system: Effects of feedback and training}, Journal = {Frontiers in Human Neuroscience}, Number = {APRIL 2012}, Year = {2012}, Month = {April}, Abstract = {Prior research demonstrates that animals and humans share an approximate number system (ANS), characterized by ratio dependence and that the precision of this system increases substantially over human development. The goal of the present research was to investigate the malleability of the ANS (as measured by Weber fraction) in adult subjects in response to feedback and to explore the relationship between ANS acuity and acuity on another magnitude comparison task. We tested each of 20 subjects over six 1-h sessions. The main findings were that (a) Weber fractions rapidly decreased when trial-by-trial feedback was introduced in the second session and remained stable over continued training, (b) Weber fractions remained steady when trial-by-trial feedback was removed in session 6, (c)Weber fractions from the number comparison task were positively correlated with Weber fractions from a line length comparison task, (d) improvement in Weber fractions in response to feedback for the number task did not transfer to the line length task, (e) finally, the precision of the ANS was positively correlated with math, but not verbal, standardized aptitude scores. Potential neural correlates of the perceptual information and decision processes are considered, and predictions regarding the neural correlates of ANS malleability are discussed. © 2012 DeWind and Brannon.}, Key = {fds311285} } @article{fds250897, Author = {EL MacLean and LJ Matthews and BA Hare and CL Nunn and RC Anderson and F Aureli, EM Brannon and J Call and CM Drea and NJ Emery and DBM Haun and E Herrmann, LF Jacobs and ML Platt and AG Rosati and AA Sandel and KK Schroepfer, AM Seed and J Tan and CP van Schaik and V Wobber}, Title = {How does cognition evolve? Phylogenetic comparative psychology}, Journal = {ANIMAL COGNITION}, Volume = {15}, Number = {2}, Pages = {223-238}, Year = {2012}, Month = {March}, ISSN = {1435-9448}, url = {http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000300455900008&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=47d3190e77e5a3a53558812f597b0b92}, Abstract = {Now more than ever animal studies have the potential to test hypotheses regarding how cognition evolves. Comparative psychologists have developed new techniques to probe the cognitive mechanisms underlying animal behavior, and they have become increasingly skillful at adapting methodologies to test multiple species. Meanwhile, evolutionary biologists have generated quantitative approaches to investigate the phylogenetic distribution and function of phenotypic traits, including cognition. In particular, phylogenetic methods can quantitatively (1) test whether specific cognitive abilities are correlated with life history (e.g., lifespan), morphology (e.g., brain size), or socio-ecological variables (e.g., social system), (2) measure how strongly phylogenetic relatedness predicts the distribution of cognitive skills across species, and (3) estimate the ancestral state of a given cognitive trait using measures of cognitive performance from extant species. Phylogenetic methods can also be used to guide the selection of species comparisons that offer the strongest tests of a priori predictions of cognitive evolutionary hypotheses (i.e., phylogenetic targeting). Here, we explain how an integration of comparative psychology and evolutionary biology will answer a host of questions regarding the phylogenetic distribution and history of cognitive traits, as well as the evolutionary processes that drove their evolution.}, Doi = {10.1007/s10071-011-0448-8}, Key = {fds250897} } @article{fds250874, Author = {SM Jones and EM Brannon}, Title = {Prosimian primates show ratio dependence in spontaneous quantity discriminations.}, Journal = {Front Psychol}, Volume = {3}, Pages = {550}, Year = {2012}, url = {http://www.ncbi.nlm.nih.gov/pubmed/23420691}, Abstract = {We directly tested the predictions of the approximate number system (ANS) and the object file system in the spontaneous numerical judgments of prosimian primates. Prior work indicates that when human infants and a few species of non-human animals are given a single-trial choice between two sequentially baited buckets they choose the bucket with the greater amount of food but only when the quantities are small. This pattern of results has been interpreted as evidence that a limited capacity object file system is used to track small numbers of objects and that the ANS is not invoked under these circumstances. Here we tested prosimian primates in food choice comparisons that were chosen to contrast predictions of the ANS and object file systems. We found that prosimian primates consistently chose the larger of two sets when they differed by a 1:3 ratio regardless of whether both values were small (≤3), both values were large (>3), or there was one small and one large value. Prosimians were not able to robustly discriminate quantities that differed by a 1:2 ratio for the same three conditions, nor did they show a preference for small quantities that differed by a 2:3 ratio. These results implicate the ANS in the spontaneous numerical discriminations of non-human primates.}, Doi = {10.3389/fpsyg.2012.00550}, Key = {fds250874} } @article{fds250891, Author = {DJ Paulsen and ML Platt and SA Huettel and EM Brannon}, Title = {From risk-seeking to risk-averse: the development of economic risk preference from childhood to adulthood.}, Journal = {Front Psychol}, Volume = {3}, Pages = {313}, Year = {2012}, url = {http://www.ncbi.nlm.nih.gov/pubmed/22973247}, Abstract = {Adolescence is often described as a period of heightened risk-taking. Adolescents are notorious for impulsivity, emotional volatility, and risky behaviors such as drinking and driving under the influence of alcohol. By contrast, we found that risk-taking declines linearly from childhood to adulthood when individuals make choices over monetary gambles. Further, with age we found increases in the sensitivity to economic risk, defined as the degree to which a preference for assured monetary gains over a risky payoff depends upon the variability in the risky payoff. These findings indicate that decisions about economic risk may follow a different developmental trajectory than other kinds of risk-taking, and that changes in sensitivity to risk may be a major factor in the development of mature risk aversion.}, Doi = {10.3389/fpsyg.2012.00313}, Key = {fds250891} } @article{fds250892, Author = {JD Roitman and EM Brannon and ML Platt}, Title = {Representation of numerosity in posterior parietal cortex}, Journal = {Frontiers in Integrative Neuroscience}, Number = {MAY 2012}, Pages = {1-9}, Year = {2012}, ISSN = {1662-5145}, url = {http://dx.doi.org/10.3389/fnint.2012.00025}, Abstract = {Humans and animals appear to share a similar representation of number as an analog magnitude on an internal, subjective scale. Neurological and neurophysiological data suggest that posterior parietal cortex (PPC) is a critical component of the circuits that form the basis of numerical abilities in humans. Patients with parietal lesions are impaired in their ability to access the deep meaning of numbers. Acalculiac patients with inferior parietal damage often have difficulty performing arithmetic (2 + 4?) or number bisection (what is between 3 and 5?) tasks, but are able to recite multiplication tables and read or write numerals. Functional imaging studies of neurologically intact humans performing subtraction, number comparison, and non-verbal magnitude comparison tasks show activity in areas within the intraparietal sulcus (IPS). Taken together, clinical cases and imaging studies support a critical role for parietal cortex in the mental manipulation of numerical quantities. Further, responses of single PPC neurons in non-human primates are sensitive to the numerosity of visual stimuli independent of low-level stimulus qualities. When monkeys are trained to make explicit judgments about the numerical value of such stimuli, PPC neurons encode their cardinal numerical value; without such training PPC neurons appear to encode numerical magnitude in an analog fashion. Here we suggest that the spatial and integrative properties of PPC neurons contribute to their critical role in numerical cognition. © 2012 Roitman, Brannon and Platt.}, Doi = {10.3389/fnint.2012.00025}, Key = {fds250892} } @article{fds250895, Author = {J Roitman and EM Brannon and ML Platt}, Title = {Intraparietal Cortex: The Mental Number Line?”}, Journal = {Frontiers in Integrative Neuroscience}, Year = {2012}, Key = {fds250895} } @article{fds250899, Author = {EL MacLean and TM Mandalaywala and EM Brannon}, Title = {Variance-sensitive choice in lemurs: constancy trumps quantity}, Journal = {Animal Cognition}, Volume = {15}, Number = {2}, Pages = {15-25}, Year = {2012}, ISSN = {DOI: 10.1007/s10071-011-0425-2}, url = {http://www.ncbi.nlm.nih.gov/pubmed/21670948}, Abstract = {Numerous studies have demonstrated that animals' tolerance for risk when foraging can be affected by changes in metabolic state. Specifically, animals on a negative energy budget increase their preferences for risk, while animals on a positive energy budget are typically risk-averse. The malleability of these preferences may be evolutionarily advantageous, and important for maximizing chances of survival during brief periods of energetic stress. However, animals adapted to living in unpredictable conditions are unlikely to benefit from risk-seeking strategies, and instead are expected to reduce energetic demands while maintaining risk-aversion. We measured risk preferences in lemurs, a group of primates restricted to the island of Madagascar. Lemurs have evolved diverse anatomical and behavioral traits for survival in a harsh and unpredictable ecology, and these traits have been explained as forms of anatomical and behavioral risk reduction. We therefore predicted that lemurs would also be risk-averse in a behavioral task that offered subjects a choice between a small certain reward, and an uncertain but potentially large reward. In Experiment 1, the average rewards associated with the constant and variable options were equal and lemurs exhibited high levels of risk-aversion, replicating a phenomenon that has been demonstrated in dozens of taxa. In Experiment 2, we gradually increased the average value of the variable option relative to the constant option. Lemurs' preferences tracked these changes and subjects became more risk-seeking as the risk premium increased. However, many subjects maintained high levels of risk-aversion even when the average payout of the variable option yielded double that of the constant option. These results are consistent with the notion that lemur cognition has evolved to minimize risk in an unpredictable island environment.}, Doi = {10.1007/s10071-011-0425-2}, Key = {fds250899} } @article{fds250905, Author = {NK Dewind and EM Brannon}, Title = {Malleability of the approximate number system: effects of feedback and training.}, Journal = {Front Hum Neurosci}, Volume = {6}, Number = {MARCH 2012}, Pages = {68}, Year = {2012}, ISSN = {1662-5161}, url = {http://www.ncbi.nlm.nih.gov/pubmed/22529786}, Abstract = {Prior research demonstrates that animals and humans share an approximate number system (ANS), characterized by ratio dependence and that the precision of this system increases substantially over human development. The goal of the present research was to investigate the malleability of the ANS (as measured by Weber fraction) in adult subjects in response to feedback and to explore the relationship between ANS acuity and acuity on another magnitude comparison task. We tested each of 20 subjects over six 1-h sessions. The main findings were that (a) Weber fractions rapidly decreased when trial-by-trial feedback was introduced in the second session and remained stable over continued training, (b) Weber fractions remained steady when trial-by-trial feedback was removed in session 6, (c)Weber fractions from the number comparison task were positively correlated with Weber fractions from a line length comparison task, (d) improvement in Weber fractions in response to feedback for the number task did not transfer to the line length task, (e) finally, the precision of the ANS was positively correlated with math, but not verbal, standardized aptitude scores. Potential neural correlates of the perceptual information and decision processes are considered, and predictions regarding the neural correlates of ANS malleability are discussed.}, Doi = {10.3389/fnhum.2012.00068}, Key = {fds250905} } @article{fds311320, Author = {NK DeWind and EM Brannon}, Title = {Malleability of the approximate number system: Effects of feedback and training}, Journal = {Frontiers in Human Neuroscience}, Number = {MARCH 2012}, Year = {2012}, url = {http://dx.doi.org/10.3389/fnhum.2012.00068}, Abstract = {Prior research demonstrates that animals and humans share an approximate number system (ANS), characterized by ratio dependence and that the precision of this system increases substantially over human development. The goal of the present research was to investigate the malleability of the ANS (as measured by weber fraction) in adult subjects in response to feedback and to explore the relationship between ANS acuity and acuity on another magnitude comparison task. We tested each of 20 subjects over six 1-hour sessions. The main findings were that a) weber fractions rapidly decreased when trial-by-trial feedback was introduced in the second session and remained stable over continued training, b) weber fractions remained steady when trial-by-trial feedback was removed in session six, c) weber fractions from the number comparison task were positively correlated with weber fractions from a line length comparison task, d) improvement in weber fractions in response to feedback for the number task did not transfer to the line length task, e) finally, the precision of the ANS was positively correlated with math, but not verbal, standardized aptitude scores. Potential neural correlates of the perceptual information and decision processes are considered, and predictions regarding the neural correlates of ANS malleability are discussed. © 2012 Dewind and Brannon.}, Doi = {10.3389/fnhum.2012.00068}, Key = {fds311320} } @article{fds311286, Author = {NK DeWind and EM Brannon}, Title = {Malleability of the approximate number system: Effects of feedback and training}, Journal = {Frontiers in Human Neuroscience}, Number = {MARCH 2012}, Year = {2012}, ISSN = {1662-5161}, url = {http://dx.doi.org/10.3389/fnhum.2012.00068}, Abstract = {Prior research demonstrates that animals and humans share an approximate number system (ANS), characterized by ratio dependence and that the precision of this system increases substantially over human development. The goal of the present research was to investigate the malleability of the ANS (as measured by weber fraction) in adult subjects in response to feedback and to explore the relationship between ANS acuity and acuity on another magnitude comparison task. We tested each of 20 subjects over six 1-hour sessions. The main findings were that a) weber fractions rapidly decreased when trial-by-trial feedback was introduced in the second session and remained stable over continued training, b) weber fractions remained steady when trial-by-trial feedback was removed in session six, c) weber fractions from the number comparison task were positively correlated with weber fractions from a line length comparison task, d) improvement in weber fractions in response to feedback for the number task did not transfer to the line length task, e) finally, the precision of the ANS was positively correlated with math, but not verbal, standardized aptitude scores. Potential neural correlates of the perceptual information and decision processes are considered, and predictions regarding the neural correlates of ANS malleability are discussed. © 2012 Dewind and Brannon.}, Doi = {10.3389/fnhum.2012.00068}, Key = {fds311286} } @article{fds200969, Author = {Libertus, M.E. and Brannon, E.M. and Woldorff, M.}, Title = {Parallels in stimulus- driven oscillatory brain responses to numerosity changes in 7-month-old infants and adults}, Journal = {Developmental Neuropsychology}, Volume = {36}, Number = {6}, Pages = {651-667}, Year = {2011}, Key = {fds200969} } @article{fds250872, Author = {S Dehaene and E Brannon}, Title = {Space, Time and Number in the Brain}, Journal = {Space, Time and Number in the Brain}, Year = {2011}, Abstract = {The study of mathematical cognition and the ways in which the ideas of space, time and number are encoded in brain circuitry has become a fundamental issue for neuroscience. How such encoding differs across cultures and educational level is of further interest in education and neuropsychology. This rapidly expanding field of research is overdue for an interdisciplinary volume such as this, which deals with the neurological and psychological foundations of human numeric capacity. A uniquely integrative work, this volume provides a much needed compilation of primary source material to researchers from basic neuroscience, psychology, developmental science, neuroimaging, neuropsychology and theoretical biology. * The first comprehensive and authoritative volume dealing with neurological and psychological foundations of mathematical cognition * Uniquely integrative volume at the frontier of a rapidly expanding interdisciplinary field * Features outstanding and truly international scholarship, with chapters written by leading experts in a variety of fields. © 2011 Elsevier Inc. All rights reserved.}, Key = {fds250872} } @article{fds250896, Author = {JF Cantlon and SW Davis and ME Libertus and J Kahane and EM Brannon and KA Pelphrey}, Title = {Inter-parietal white matter development predicts numerical performance in young children}, Journal = {Learning and Individual Differences}, Volume = {21}, Number = {6}, Pages = {672-680}, Year = {2011}, ISSN = {1041-6080}, url = {http://dx.doi.org/10.1016/j.lindif.2011.09.003}, Abstract = {In an effort to understand the role of interhemispheric transfer in numerical development, we investigated the relationship between children's developing knowledge of numbers and the integrity of their white matter connections between the cerebral hemispheres (the corpus callosum). We used diffusion tensor imaging (DTI) tractography analyses to test the link between the development of the corpus callosum and performance on symbolic and non-symbolic numerical judgment tasks. We were especially interested in the interhemispheric connections of parietal cortex in 6-year-old children, because regions of parietal cortex have been implicated in the development of numerical skills by several prior studies. Our results revealed significant structural differences between children and adults in the fibers of the corpus callosum connecting the left and right parietal lobes. Importantly, these structural differences were predictive of individual differences among children in performance on numerical judgment tasks: children with poor numerical performance relative to their peers exhibited reduced white matter coherence in the fibers passing through the isthmus of the corpus callosum, which connects the parietal hemispheres. © 2011 Elsevier Inc.}, Doi = {10.1016/j.lindif.2011.09.003}, Key = {fds250896} } @article{fds250898, Author = {DJ Paulsen and RM Carter and ML Platt and SA Huettel and EM Brannon}, Title = {Neurocognitive development of risk aversion from early childhood to adulthood.}, Journal = {Front Hum Neurosci}, Volume = {5}, Number = {72}, Pages = {178}, Year = {2011}, url = {http://www.ncbi.nlm.nih.gov/pubmed/22291627}, Abstract = {Human adults tend to avoid risk. In behavioral economic studies, risk aversion is manifest as a preference for sure gains over uncertain gains. However, children tend to be less averse to risk than adults. Given that many of the brain regions supporting decision-making under risk do not reach maturity until late adolescence or beyond it is possible that mature risk-averse behavior may emerge from the development of decision-making circuitry. To explore this hypothesis, we tested 5- to 8-year-old children, 14- to 16-year-old adolescents, and young adults in a risky-decision task during functional magnetic resonance imaging (fMRI) data acquisition. To our knowledge, this is the youngest sample of children in an fMRI decision-making task. We found a number of decision-related brain regions to increase in activation with age during decision-making, including areas associated with contextual memory retrieval and the incorporation of prior outcomes into the current decision-making strategy, e.g., insula, hippocampus, and amygdala. Further, children who were more risk-averse showed increased activation during decision-making in ventromedial prefrontal cortex and ventral striatum. Our findings indicate that the emergence of adult levels of risk aversion co-occurs with the recruitment of regions supporting decision-making under risk, including the integration of prior outcomes into current decision-making behavior. This pattern of results suggests that individual differences in the development of risk aversion may reflect differences in the maturation of these neural processes.}, Doi = {10.3389/fnhum.2011.00178}, Key = {fds250898} } @article{fds250902, Author = {DJ Paulsen and ML Platt and SA Huettel and EM Brannon}, Title = {Decision-making under risk in children, adolescents, and young adults.}, Journal = {Front Psychol}, Volume = {2}, Number = {72}, Pages = {72}, Year = {2011}, url = {http://www.ncbi.nlm.nih.gov/pubmed/21687443}, Abstract = {Adolescents often make risky and impulsive decisions. Such behavior has led to the common assumption that a dysfunction in risk-related decision-making peaks during this age. Differences in how risk has been defined across studies, however, make it difficult to draw conclusions about developmental changes in risky decision-making. Here, we developed a non-symbolic economic decision-making task that can be used across a wide age span and that uses coefficient of variation (CV) in reward as an index of risk. We found that young children showed the strongest preference for risky compared to sure bet options of equal expected value, adolescents were intermediate in their risk preference, and young adults showed the strongest risk aversion. Furthermore, children's preference for the risky option increased for larger CVs, while adolescents and young adults showed the opposite pattern, favoring the sure bet more often as CV increased. Finally, when faced with two gambles in a risk-return tradeoff, all three age groups exhibited a greater preference for the option with the lower risk and return as the disparity in risk between the two options increased. These findings demonstrate clear age-related differences in economic risk preferences that vary with choice set and risk. Importantly, adolescence appears to represent an intermediate decision-making phenotype along the transition from childhood to adulthood, rather than an age of heightened preference for economic risk.}, Doi = {10.3389/fpsyg.2011.00072}, Key = {fds250902} } @article{fds250904, Author = {D Merritt and E MacLean and JC Crawford and EM Brannon}, Title = {Numerical rule-learning in ring-tailed Lemurs (Lemur catta)}, Journal = {Frontiers in Comparative Psychology}, Volume = {2}, Number = {23}, Pages = {1-9}, Year = {2011}, url = {http://www.ncbi.nlm.nih.gov/pubmed/21713071}, Abstract = {We investigated numerical discrimination and numerical rule-learning in ring-tailed lemurs (Lemur catta). Two ring-tailed lemurs were trained to respond to two visual arrays, each of which contained between one and four elements, in numerically ascending order. In Experiment 1, lemurs were trained with 36 exemplars of each of the numerosities 1-4 and then showed positive transfer to trial-unique novel exemplars of the values 1-4. In Experiments 2A and 2B, lemurs were tested on their ability to transfer an ascending numerical rule from the values 1-4 to novel values 5-9. Both lemurs successfully ordered the novel values with above chance accuracy. Accuracy was modulated by the ratio between the two numerical values suggesting that lemurs accessed the approximate number system when performing the task.}, Doi = {10.3389/fpsyg.2011.00023}, Key = {fds250904} } @article{fds250906, Author = {S Cordes and EM Brannon}, Title = {Attending to one of many: When infants are surprisingly poor at discriminating an item’s size}, Journal = {Frontiers in Developmental Psychology}, Volume = {2}, Number = {72}, Address = {10.3389/fpsyg.2011.00072}, Year = {2011}, ISSN = {1664-1078}, url = {http://dx.doi.org/10.3389/fpsyg.2011.00065}, Abstract = {Despite a prevailing assumption in the developmental literature that changes in continuous quantities (i.e., surface area, duration) are easier to detect than changes in number, very little research has focused on the verity of this assumption. The few studies that have directly examined infants' discriminations of continuous extent have revealed that infants discriminate the duration of a single event and the area of a single item with similar levels of precision (Brannon et al., 2006; vanMarle and Wynn, 2006). But what about when items are presented in arrays? Infants appear to be much worse at representing the cumulative surface area compared to the numerosity of an array (Cordes and Brannon, 2008a), however this may be due to a noisy accumulation process and not a general finding pertaining to representations of the extent within an array. The current study investigates how well infants detect changes in the size of individual elements when they are presented within an array. Our results indicate that infants are less sensitive to continuous properties of items when they are presented within a set than when presented in isolation. Specifically we demonstrate that infants required a fourfold change in item size to detect a change when items were presented within a set of homogeneous elements. Rather than providing redundant cues that aided discrimination, presenting a set of identical elements appeared to hamper an infant's ability to detect changes in a single element's size. In addition to providing some of the first evidence to suggest that the presence of multiple items may hinder extent representations, these results provide converging lines of evidence to support the claim that, contrary to popular belief, infants are better at tracking number than continuous properties of a set. © 2011 Cordes and Brannon.}, Doi = {10.3389/fpsyg.2011.00065}, Key = {fds250906} } @article{fds250918, Author = {ME Libertus and EM Brannon and MG Woldorff}, Title = {Parallels in stimulus-driven oscillatory brain responses to numerosity changes in adults and seven-month-old infants.}, Journal = {Dev Neuropsychol}, Volume = {36}, Number = {6}, Pages = {651-667}, Year = {2011}, url = {http://www.ncbi.nlm.nih.gov/pubmed/21761991}, Abstract = {Previous studies provide indirect evidence for an ontogenetically continuous Approximate-Number System. We employed a rapid steady-state visual-presentation paradigm combined with electroencephalography to measure stimulus-driven neural oscillatory responses to numerosities in infants and adults. Steady-state repetition of the same numerosity across a 2.4-sec time block yielded an increase in the stimulus-locked neural entrainment in both groups. Entrainment changes following a numerosity switch varied by the ratio of the numerosities, consistent with Weber's Law. These similarities thus provide direct evidence for an ontogenetically continuous Approximate-Number System. Moreover, the degree of neural entrainment significantly predicted infants' number discrimination measured behaviorally two months later.}, Doi = {10.1080/87565641.2010.549883}, Key = {fds250918} } @article{fds304648, Author = {DJ Merritt and EL Maclean and JC Crawford and EM Brannon}, Title = {Numerical rule-learning in ring-tailed lemurs (lemur catta).}, Journal = {Front Psychol}, Volume = {2}, Pages = {23}, Year = {2011}, url = {http://www.ncbi.nlm.nih.gov/pubmed/21713071}, Abstract = {We investigated numerical discrimination and numerical rule-learning in ring-tailed lemurs (Lemur catta). Two ring-tailed lemurs were trained to respond to two visual arrays, each of which contained between one and four elements, in numerically ascending order. In Experiment 1, lemurs were trained with 36 exemplars of each of the numerosities 1-4 and then showed positive transfer to trial-unique novel exemplars of the values 1-4. In Experiments 2A and 2B, lemurs were tested on their ability to transfer an ascending numerical rule from the values 1-4 to novel values 5-9. Both lemurs successfully ordered the novel values with above chance accuracy. Accuracy was modulated by the ratio between the two numerical values suggesting that lemurs accessed the approximate number system when performing the task.}, Doi = {10.3389/fpsyg.2011.00023}, Key = {fds304648} } @article{fds304649, Author = {S Cordes and EM Brannon}, Title = {Attending to one of many: When infants are surprisingly poor at discriminating an item's size}, Journal = {Frontiers in Psychology}, Volume = {2}, Number = {APR}, Year = {2011}, ISSN = {1664-1078}, url = {http://dx.doi.org/10.3389/fpsyg.2011.00065}, Abstract = {Despite a prevailing assumption in the developmental literature that changes in continuous quantities (i.e., surface area, duration) are easier to detect than changes in number, very little research has focused on the verity of this assumption. The few studies that have directly examined infants' discriminations of continuous extent have revealed that infants discriminate the duration of a single event and the area of a single item with similar levels of precision (Brannon et al., 2006; vanMarle and Wynn, 2006). But what about when items are presented in arrays? Infants appear to be much worse at representing the cumulative surface area compared to the numerosity of an array (Cordes and Brannon, 2008a), however this may be due to a noisy accumulation process and not a general finding pertaining to representations of the extent within an array. The current study investigates how well infants detect changes in the size of individual elements when they are presented within an array. Our results indicate that infants are less sensitive to continuous properties of items when they are presented within a set than when presented in isolation. Specifically we demonstrate that infants required a fourfold change in item size to detect a change when items were presented within a set of homogeneous elements. Rather than providing redundant cues that aided discrimination, presenting a set of identical elements appeared to hamper an infant's ability to detect changes in a single element's size. In addition to providing some of the first evidence to suggest that the presence of multiple items may hinder extent representations, these results provide converging lines of evidence to support the claim that, contrary to popular belief, infants are better at tracking number than continuous properties of a set. © 2011 Cordes and Brannon.}, Doi = {10.3389/fpsyg.2011.00065}, Key = {fds304649} } @article{fds250916, Author = {DJ Paulsen and MG Woldorff and EM Brannon}, Title = {Individual differences in nonverbal number discrimination correlate with event-related potentials and measures of probabilistic reasoning.}, Journal = {Neuropsychologia}, Volume = {48}, Number = {13}, Pages = {3687-3695}, Year = {2010}, Month = {November}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20817003}, Abstract = {The current study investigated the neural activity patterns associated with numerical sensitivity in adults. Event-related potentials (ERPs) were recorded while adults observed sequentially presented display arrays (S1 and S2) of non-symbolic numerical stimuli (dots) and made same/different judgments of these stimuli by pressing a button only when numerosities were the same (target trials). The main goals were to contrast the effects of numerical distance (close, medium, and far) and change direction (increasing, decreasing) between S1 and S2, both in terms of behavior and brain activity, and to examine the influence of individual differences in numeracy on the effects of these manipulations. Neural effects of distance were found to be significant between 360 and 600 ms after the onset of S2 (greater negativity-wave activity for closer numerical distances), while direction effects were found between 320 and 440 ms (greater negativity for decreasing direction). ERP change direction effects did not interact with numerical distance, suggesting that the two types of information are processed independently. Importantly, subjects' behavioral Weber fractions (w) for the same/different discrimination task correlated with distance-related ERP-activity amplitudes. Moreover, w also correlated with a separate objective measure of mathematical ability. Results thus draw a clear link between brain and behavior measures of number discrimination, while also providing support for the relationship between nonverbal magnitude discrimination and symbolic numerical processing.}, Doi = {10.1016/j.neuropsychologia.2010.08.014}, Key = {fds250916} } @article{fds250917, Author = {DJ Merritt and D Casasanto and EM Brannon}, Title = {Do monkeys think in metaphors? Representations of space and time in monkeys and humans.}, Journal = {Cognition}, Volume = {117}, Number = {2}, Pages = {191-202}, Year = {2010}, Month = {November}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20846645}, Abstract = {Research on the relationship between the representation of space and time has produced two contrasting proposals. ATOM posits that space and time are represented via a common magnitude system, suggesting a symmetrical relationship between space and time. According to metaphor theory, however, representations of time depend on representations of space asymmetrically. Previous findings in humans have supported metaphor theory. Here, we investigate the relationship between time and space in a nonverbal species, by testing whether non-human primates show space-time interactions consistent with metaphor theory or with ATOM. We tested two rhesus monkeys and 16 adult humans in a nonverbal task that assessed the influence of an irrelevant dimension (time or space) on a relevant dimension (space or time). In humans, spatial extent had a large effect on time judgments whereas time had a small effect on spatial judgments. In monkeys, both spatial and temporal manipulations showed large bi-directional effects on judgments. In contrast to humans, spatial manipulations in monkeys did not produce a larger effect on temporal judgments than the reverse. Thus, consistent with previous findings, human adults showed asymmetrical space-time interactions that were predicted by metaphor theory. In contrast, monkeys showed patterns that were more consistent with ATOM.}, Doi = {10.1016/j.cognition.2010.08.011}, Key = {fds250917} } @article{fds250922, Author = {ME Libertus and EM Brannon}, Title = {Stable individual differences in number discrimination in infancy.}, Journal = {Dev Sci}, Volume = {13}, Number = {6}, Pages = {900-906}, Year = {2010}, Month = {November}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20977560}, Abstract = {Previous studies have shown that as a group 6-month-old infants successfully discriminate numerical changes when the values differ by at least a 1:2 ratio but fail at a 2:3 ratio (e.g. 8 vs. 16 but not 8 vs. 12). However, no studies have yet examined individual differences in number discrimination in infancy. Using a novel numerical change detection paradigm, we present more direct evidence that infants' numerical perception is ratio-dependent even within the range of discriminable ratios and thus adheres to Weber's Law. Furthermore, we show that infants' numerical discrimination at 6 months reliably predicts their numerical discrimination abilities but not visual short-term memory at 9 months. Thus, individual differences in numerical discrimination acuity may be stable within the first year of life and provide important avenues for future longitudinal research exploring the relationship between infant numerical discrimination and later developing math achievement.}, Doi = {10.1111/j.1467-7687.2009.00948.x}, Key = {fds250922} } @article{fds303792, Author = {SH Suanda and W Tompson and EM Brannon}, Title = {Changes in the Ability to Detect Ordinal Numerical Relationships Between 9 and 11 Months of Age.}, Journal = {Infancy}, Volume = {13}, Number = {4}, Pages = {308-337}, Year = {2010}, Month = {August}, ISSN = {1525-0008}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20703362}, Abstract = {When are the precursors of ordinal numerical knowledge first evident in infancy? Brannon (2002) argued that by 11 months of age, infants possess the ability to appreciate the greater than and less than relations between numerical values but that this ability experiences a sudden onset between 9 and 11 months of age. Here we present 5 experiments that explore the changes that take place between 9 and 11 months of age in infants' ability to detect reversals in the ordinal direction of a sequence of arrays. In Experiment 1, we replicate the finding that 11- but not 9-month-old infants detect a numerical ordinal reversal. In Experiment 2 we rule out an alternative hypothesis that 11-month-old infants attended to changes in the absolute numerosity of the first stimulus in the sequence rather than a reversal in ordinal direction. In Experiment 3, we demonstrate that 9-month-old infants are not aided by additional exposure to each numerosity stimulus in a sequence. In Experiment 4 we find that 11-month-old but not 9-month-old infants succeed at detecting the reversal in a nonnumerical size or area-based rule, casting doubt on Brannon's prior claim that what develops between 9 and 11 months of age is a specifically numerical ability. In Experiment 5 we demonstrate that 9-month-old infants are capable of detecting a reversal in ordinal direction but only when there are multiple converging cues to ordinality. Collectively these data indicate that at 11 months of age infants can represent ordinal relations that are based on number, size, or cumulative area, whereas at 9 months of age infants are unable to use any of these dimensions in isolation but instead require a confluence of cues.}, Doi = {10.1080/15250000802188800}, Key = {fds303792} } @article{fds250912, Author = {JF Cantlon and KE Safford and EM Brannon}, Title = {Spontaneous analog number representations in 3-year-old children.}, Journal = {Dev Sci}, Volume = {13}, Number = {2}, Pages = {289-297}, Year = {2010}, Month = {March}, ISSN = {1467-7687}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20136925}, Abstract = {When enumerating small sets of elements nonverbally, human infants often show a set-size limitation whereby they are unable to represent sets larger than three elements. This finding has been interpreted as evidence that infants spontaneously represent small numbers with an object-file system instead of an analog magnitude system (Feigenson, Dehaene & Spelke, 2004). In contrast, non-human animals and adult humans have been shown to rely on analog magnitudes for representing both small and large numbers (Brannon & Terrace, 1998; Cantlon & Brannon, 2007; Cordes, Gelman, Gallistel & Whalen, 2001). Here we demonstrate that, like adults and non-human animals, children as young as 3 years of age spontaneously employ analog magnitude representations to enumerate both small and large sets. Moreover, we show that children spontaneously attend to numerical value in lieu of cumulative surface area. These findings provide evidence of young children's greater sensitivity to number relative to other quantities and demonstrate continuity in the process they spontaneously recruit to judge small and large values.}, Doi = {10.1111/j.1467-7687.2009.00887.x}, Key = {fds250912} } @article{fds250919, Author = {SM Jones and JF Cantlon and DJ Merritt and EM Brannon}, Title = {Context affects the numerical semantic congruity effect in rhesus monkeys (Macaca mulatta).}, Journal = {Behav Processes}, Volume = {83}, Number = {2}, Pages = {191-196}, Year = {2010}, Month = {February}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20015467}, Abstract = {Do monkeys anchor their numerical judgments based on the context in which their choices are presented? We addressed this question by varying the numerical range across sessions while macaque monkeys made ordinal judgments. Monkeys were trained to make a conditional discrimination whereby they were reinforced for ordering arrays of dots in ascending or descending numerical order, dependent on a color cue. Monkeys were tested using two ranges of numerosities that converged on a single pair. Similar to the findings of Cantlon and Brannon (2005), we found a semantic congruity effect whereby decision time was systematically influenced by the congruity between the cue (ascending or descending) and the relative Numerical Magnitude of the stimuli within each range. Furthermore, monkeys showed a context effect, such that decision time for a given pair was dependent on whether it was a relatively small or large set of values compared to the other values presented in that session. This finding suggests that, similar to humans, the semantic congruity effect observed in monkeys is anchored by the context. Thus our data provide further evidence for the existence of a shared numerical comparison process in monkeys and humans.}, Doi = {10.1016/j.beproc.2009.12.009}, Key = {fds250919} } @article{fds250888, Author = {E Brannon}, Title = {Editorial}, Journal = {Behavioural Processes}, Volume = {83}, Number = {2}, Pages = {137-138}, Year = {2010}, ISSN = {0376-6357}, url = {http://dx.doi.org/10.1016/j.beproc.2009.12.015}, Doi = {10.1016/j.beproc.2009.12.015}, Key = {fds250888} } @article{fds250907, Author = {S Dehaene and EM Brannon}, Title = {Space, time, and number: A Kantian research program}, Journal = {Trends in Cognitive Sciences}, Volume = {14}, Number = {12}, Pages = {517-519}, Year = {2010}, ISSN = {1364-6613}, url = {http://dx.doi.org/10.1016/j.tics.2010.09.009}, Doi = {10.1016/j.tics.2010.09.009}, Key = {fds250907} } @article{fds250908, Author = {S Dehaene and EM Brannon}, Title = {Special issue on space, time, and number}, Journal = {Trends in Cognitive Sciences}, Volume = {14}, Number = {12}, Pages = {517-569}, Year = {2010}, Key = {fds250908} } @article{fds250915, Author = {J Pearson and JD Roitman and EM Brannon and ML Platt and S Raghavachari}, Title = {A physiologically-inspired model of numerical classification based on graded stimulus coding}, Journal = {FRONTIERS IN BEHAVIORAL NEUROSCIENCE}, Volume = {4}, Number = {1}, Pages = {1}, Year = {2010}, ISSN = {1662-5153}, url = {http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000208454700001&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=47d3190e77e5a3a53558812f597b0b92}, Abstract = {In most natural decision contexts, the process of selecting among competing actions takes place in the presence of informative, but potentially ambiguous, stimuli. Decisions about magnitudes - quantities like time, length, and brightness that are linearly ordered - constitute an important subclass of such decisions. It has long been known that perceptual judgments about such quantities obey Weber's Law, wherein the just-noticeable difference in a magnitude is proportional to the magnitude itself. Current physiologically inspired models of numerical classification assume discriminations are made via a labeled line code of neurons selectively tuned for numerosity, a pattern observed in the firing rates of neurons in the ventral intraparietal area (VIP) of the macaque. By contrast, neurons in the contiguous lateral intraparietal area (LIP) signal numerosity in a graded fashion, suggesting the possibility that numerical classification could be achieved in the absence of neurons tuned for number. Here, we consider the performance of a decision model based on this analog coding scheme in a paradigmatic discrimination task - numerosity bisection. We demonstrate that a basic two-neuron classifier model, derived from experimentally measured monotonic responses of LIP neurons, is sufficient to reproduce the numerosity bisection behavior of monkeys, and that the threshold of the classifier can be set by reward maximization via a simple learning rule. In addition, our model predicts deviations from Weber Law scaling of choice behavior at high numerosity. Together, these results suggest both a generic neuronal framework for magnitude-based decisions and a role for reward contingency in the classification of such stimuli.}, Doi = {10.3389/neuro.08.001.2010}, Key = {fds250915} } @article{fds250921, Author = {EM Brannon}, Title = {Introduction to thought without language: A tibute to the contributions of H.S. Terrace}, Journal = {Behavioral Processes}, Volume = {83}, Number = {2}, Pages = {137-138}, Year = {2010}, ISSN = {0376-6357}, Key = {fds250921} } @article{fds250913, Author = {ME Libertus and EM Brannon}, Title = {Behavioral and Neural Basis of Number Sense in Infancy.}, Journal = {Curr Dir Psychol Sci}, Volume = {18}, Number = {6}, Pages = {346-351}, Year = {2009}, Month = {December}, ISSN = {0963-7214}, url = {http://www.ncbi.nlm.nih.gov/pubmed/20419075}, Abstract = {Approximate number discrimination in adult human and nonhuman animals is governed by Weber's Law: The ratio between the values determines discriminability. Here, we review recent evidence from behavioral and neuroimaging studies that suggests that number sense in human infancy shares the same hallmark feature of Weber's Law and may rely on the same neural substrates as previously found in adults, children, and nonhuman animals. These findings support the notion of ontogenetic and phylogenetic continuity in number sense. New methods described here may help uncover how infants' early number sense supports the development of a mature number sense. Moreover, they may aid in understanding how children learn to map nonsymbolic number representations onto symbols for number by providing dependent measures that capture individual variability.}, Doi = {10.1111/j.1467-8721.2009.01665.x}, Key = {fds250913} } @article{fds250943, Author = {ME Libertus and LB Pruitt and MG Woldorff and EM Brannon}, Title = {Induced alpha-band oscillations reflect ratio-dependent number discrimination in the infant brain.}, Journal = {J Cogn Neurosci}, Volume = {21}, Number = {12}, Pages = {2398-2406}, Year = {2009}, Month = {December}, ISSN = {0898-929X}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19016603}, Abstract = {Behavioral studies show that infants are capable of discriminating the number of objects or events in their environment, while also suggesting that number discrimination in infancy may be ratio-dependent. However, due to limitations of the dependent measures used with infant behavioral studies, the evidence for ratio dependence falls short of the vast psychophysical datasets that have established ratio dependence, and thus, adherence to Weber's Law in adults and nonhuman animals. We addressed this issue in two experiments that presented 7-month-old infants with familiar and novel numerosities while electroencephalogram measures of their brain activity were recorded. These data provide convergent evidence that the brains of 7-month-old infants detected numerical novelty. Alpha-band and theta-band oscillations both differed for novel and familiar numerical values. Most importantly, spectral power in the alpha band over midline and right posterior scalp sites was modulated by the ratio between the familiar and novel numerosities. Our findings provide neural evidence that numerical discrimination in infancy is ratio dependent and follows Weber's Law, thus indicating continuity of these cognitive processes over development. Results are also consistent with the idea that networks in the frontal and parietal cortices support ratio-dependent number discrimination in the first year of human life, consistent with what has been reported in neuroimaging studies in adults and older children.}, Doi = {10.1162/jocn.2008.21162}, Key = {fds250943} } @article{fds250941, Author = {JF Cantlon and ME Libertus and P Pinel and S Dehaene and EM Brannon and KA Pelphrey}, Title = {The neural development of an abstract concept of number.}, Journal = {J Cogn Neurosci}, Volume = {21}, Number = {11}, Pages = {2217-2229}, Year = {2009}, Month = {November}, ISSN = {0898-929X}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19016605}, Abstract = {As literate adults, we appreciate numerical values as abstract entities that can be represented by a numeral, a word, a number of lines on a scorecard, or a sequence of chimes from a clock. This abstract, notation-independent appreciation of numbers develops gradually over the first several years of life. Here, using functional magnetic resonance imaging, we examine the brain mechanisms that 6- and 7-year-old children and adults recruit to solve numerical comparisons across different notation systems. The data reveal that when young children compare numerical values in symbolic and nonsymbolic notations, they invoke the same network of brain regions as adults including occipito-temporal and parietal cortex. However, children also recruit inferior frontal cortex during these numerical tasks to a much greater degree than adults. Our data lend additional support to an emerging consensus from adult neuroimaging, nonhuman primate neurophysiology, and computational modeling studies that a core neural system integrates notation-independent numerical representations throughout development but, early in development, higher-order brain mechanisms mediate this process.}, Doi = {10.1162/jocn.2008.21159}, Key = {fds250941} } @article{fds250945, Author = {S Cordes and EM Brannon}, Title = {Crossing the divide: infants discriminate small from large numerosities.}, Journal = {Dev Psychol}, Volume = {45}, Number = {6}, Pages = {1583-1594}, Year = {2009}, Month = {November}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19899916}, Abstract = {Although young infants have repeatedly demonstrated successful numerosity discrimination across large sets when the number of items in the sets changes twofold (E. M. Brannon, S. Abbott, & D. J. Lutz, 2004; J. N. Wood & E. S. Spelke, 2005; F. Xu & E. S. Spelke, 2000), they consistently fail to discriminate a twofold change in number when one set is large and the other is small (<4 items; F. Feigenson, S. Carey, & M. Hauser, 2002; F. Xu, 2003). It has been theorized that this failure reflects an incompatibility in representational systems for small and large sets. The authors investigated the ability of 7-month-old infants to compare small and large sets over a variety of conditions. Results reveal that infants can successfully discriminate small from large sets when given a fourfold change, but not a twofold change, in number. The implications of these results are discussed in light of current theories of number representation.}, Doi = {10.1037/a0015666}, Key = {fds250945} } @article{fds250944, Author = {DJ Merritt and R Rugani and EM Brannon}, Title = {Empty sets as part of the numerical continuum: conceptual precursors to the zero concept in rhesus monkeys.}, Journal = {J Exp Psychol Gen}, Volume = {138}, Number = {2}, Pages = {258-269}, Year = {2009}, Month = {May}, ISSN = {0096-3445}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19397383}, Abstract = {The goal of the current research was to explore whether monkeys possess conceptual precursors necessary for understanding zero. We trained rhesus monkeys on a nonsymbolic numerical matching-to-sample task, and on a numerical ordering task. We then introduced nondifferentially reinforced trials that contained empty sets to determine whether monkeys would treat empty sets as numerical values. All monkeys successfully matched and ordered the empty sets without any training. Accuracy showed distance effects, indicating that they treated empty sets as values on a numerical continuum.}, Doi = {10.1037/a0015231}, Key = {fds250944} } @article{fds250942, Author = {S Cordes and EM Brannon}, Title = {The relative salience of discrete and continuous quantity in young infants.}, Journal = {Dev Sci}, Volume = {12}, Number = {3}, Pages = {453-463}, Year = {2009}, Month = {April}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19371370}, Abstract = {Whether human infants spontaneously represent number remains contentious. Clearfield & Mix (1999) and Feigenson, Carey & Spelke (2002) put forth evidence that when presented with small sets of 1-3 items infants may preferentially attend to continuous properties of stimuli rather than to number, and these results have been interpreted as evidence that infants may not have numerical competence. Here we present three experiments that test the hypothesis that infants prefer to represent continuous variables over number. In Experiment 1, we attempt to replicate the Clearfield & Mix study with a larger sample of infants. Although we replicated their finding that infants attend to changes in contour length, infants in our study attended to number and perimeter/area simultaneously. In Experiments 2 and 3, we pit number against continuous extent for exclusively large sets (Experiment 2) and for small and large sets combined (Experiment 3). In all three experiments, infants noticed the change in number, suggesting that representing discrete quantity is not a last resort for human infants. These results should temper the conclusion that infants find continuous properties more salient than number and instead suggest that number is spontaneously represented by young infants, even when other cues are available.}, Doi = {10.1111/j.1467-7687.2008.00781.x}, Key = {fds250942} } @article{fds250910, Author = {ME Libertus and EM Brannon and KA Pelphrey}, Title = {Developmental changes in category-specific brain responses to numbers and letters in a working memory task.}, Journal = {Neuroimage}, Volume = {44}, Number = {4}, Pages = {1404-1414}, Year = {2009}, Month = {February}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19027079}, Abstract = {Neuroimaging studies have identified a common network of brain regions involving the prefrontal and parietal cortices across a variety of working memory (WM) tasks. However, previous studies have also reported category-specific dissociations of activation within this network. In this study, we investigated the development of category-specific activation in a WM task with digits, letters, and faces. Eight-year-old children and adults performed a 2-back WM task while their brain activity was measured using functional magnetic resonance imaging (fMRI). Overall, children were significantly slower and less accurate than adults on all three WM conditions (digits, letters, and faces); however, within each age group, behavioral performance across the three conditions was very similar. FMRI results revealed category-specific activation in adults but not children in the intraparietal sulcus for the digit condition. Likewise, during the letter condition, category-specific activation was observed in adults but not children in the left occipital-temporal cortex. In contrast, children and adults showed highly similar brain-activity patterns in the lateral fusiform gyri when solving the 2-back WM task with face stimuli. Our results suggest that 8-year-old children do not yet engage the typical brain regions that have been associated with abstract or semantic processing of numerical symbols and letters when these processes are task-irrelevant and the primary task is demanding. Nevertheless, brain activity in letter-responsive areas predicted children's spelling performance underscoring the relationship between abstract processing of letters and linguistic abilities. Lastly, behavioral performance on the WM task was predictive of math and language abilities highlighting the connection between WM and other cognitive abilities in development.}, Doi = {10.1016/j.neuroimage.2008.10.027}, Key = {fds250910} } @article{fds250940, Author = {JF Cantlon and ML Platt and EM Brannon}, Title = {Beyond the number domain.}, Journal = {Trends Cogn Sci}, Volume = {13}, Number = {2}, Pages = {83-91}, Year = {2009}, Month = {February}, ISSN = {1364-6613}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19131268}, Abstract = {In a world without numbers, we would be unable to build a skyscraper, hold a national election, plan a wedding or pay for a chicken at the market. The numerical symbols used in all these behaviors build on the approximate number system (ANS) which represents the number of discrete objects or events as a continuous mental magnitude. Here, we first discuss evidence that the ANS bears a set of behavioral and brain signatures that are universally displayed across animal species, human cultures and development. We then turn to the question of whether the ANS constitutes a specialized cognitive and neural domain - a question central to understanding how this system works, the nature of its evolutionary and developmental trajectory and its physical instantiation in the brain.}, Doi = {10.1016/j.tics.2008.11.007}, Key = {fds250940} } @article{fds250923, Author = {JF Cantlon and S Cordes and ME Libertus and EM Brannon}, Title = {Comment on "Log or linear? Distinct intuitions of the number scale in Western and Amazonian indigene cultures".}, Journal = {Science}, Volume = {323}, Number = {5910}, Pages = {38}, Year = {2009}, Month = {January}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19119201}, Abstract = {Dehaene et al. (Reports, 30 May 2008, p. 1217) argued that native speakers of Mundurucu, a language without a linguistic numerical system, inherently represent numerical values as a logarithmically spaced spatial continuum. However, their data do not rule out the alternative conclusion that Mundurucu speakers encode numbers linearly with scalar variability and psychologically construct space-number mappings by analogy.}, Doi = {10.1126/science.1164773}, Key = {fds250923} } @article{fds166828, Author = {Dustin, M. Casasanto and D. and Brannon, E.M.}, Title = {Do monkeys think in metaphors? Representations of space and time in monkeys}, Year = {2009}, Key = {fds166828} } @article{fds250914, Author = {JF Cantlon and S Cordes and ME Libertus and EM Brannon}, Title = {Numerical abstraction: It ain't broke (commentary)}, Journal = {Behavioral and Brain Sciences}, Volume = {32}, Number = {3-4}, Pages = {331-332}, Year = {2009}, ISSN = {0140-525X}, url = {http://dx.doi.org/10.1017/S0140525X09990513}, Abstract = {The dual-code proposal of number representation put forward by Cohen Kadosh & Walsh (CK&W) accounts for only a fraction of the many modes of numerical abstraction. Contrary to their proposal, robust data from human infants and nonhuman animals indicate that abstract numerical representations are psychologically primitive. Additionally, much of the behavioral and neural data cited to support CK&W's proposal is, in fact, neutral on the issue of numerical abstraction. © 2009 Cambridge University Press.}, Doi = {10.1017/S0140525X09990513}, Key = {fds250914} } @article{fds250926, Author = {M Libertus and EM Brannon}, Title = {Change detection paradigm for numerosity discrimination thresholds}, Journal = {Developmental Science}, Year = {2009}, Key = {fds250926} } @article{fds250939, Author = {EL MacLean, SR Prior and ML Platt and EM Brannon}, Title = {Primate location preference in a double-tier cage: the effects of illumination and cage height.}, Journal = {J Appl Anim Welf Sci}, Volume = {12}, Number = {1}, Pages = {73-81}, Year = {2009}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19107666}, Abstract = {Nonhuman primates are frequently housed in double-tier arrangements with significant differences between the environments of the upper and lower-row cages. Although several studies have investigated whether this arrangement alters monkeys' behavior, no studies have addressed the two most notable differences, light and height, individually to determine their relative importance. This experiment examined how rhesus and long-tailed macaques allocated their time between the upper and lower-row cages of a 1-over-1 apartment module under different lighting conditions. In Condition A, monkeys' baseline degree of preference for the upper- and lower-row was tested. In Condition B, the lighting environment was reversed by limiting illumination in the upper-row cage and increasing illumination in the lower-row cage. In both conditions, monkeys spent more time in the upper-row cage, thus indicating a strong preference for elevation regardless of illumination. The amount of time that monkeys spent in the lower-row cage increased by 7% under reversed lighting, but this trend was not significant. These results corroborate the importance of providing captive primates with access to elevated areas.}, Doi = {10.1080/10888700802536822}, Key = {fds250939} } @article{fds304647, Author = {JF Cantlon and S Cordes and ME Libertus and EM Brannon}, Title = {Numerical abstraction: It ain't broke}, Journal = {Behavioral and Brain Sciences}, Volume = {32}, Number = {3-4}, Pages = {331-332}, Year = {2009}, ISSN = {0140-525X}, url = {http://dx.doi.org/10.1017/S0140525X09990513}, Abstract = {The dual-code proposal of number representation put forward by Cohen Kadosh & Walsh (CK&W) accounts for only a fraction of the many modes of numerical abstraction. Contrary to their proposal, robust data from human infants and nonhuman animals indicate that abstract numerical representations are psychologically primitive. Additionally, much of the behavioral and neural data cited to support CK&W's proposal is, in fact, neutral on the issue of numerical abstraction. © 2009 Cambridge University Press.}, Doi = {10.1017/S0140525X09990513}, Key = {fds304647} } @article{fds250948, Author = {S Cordes and EM Brannon}, Title = {Quantitative competencies in infancy.}, Journal = {Dev Sci}, Volume = {11}, Number = {6}, Pages = {803-808}, Year = {2008}, Month = {November}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19046148}, Abstract = {We review recently published papers that have contributed to our understanding of how the preverbal infant represents number, area and time. We review evidence that infants rely on two distinct systems to represent number nonverbally and highlight the similarities in the ratio-dependent discrimination of number, time and area. Contrary to earlier assertions that continuous dimensions are more salient (and thus more discriminable) to the infant than numerosity, we argue that the opposite conclusion is better supported by the data. The preverbal infant may be better able to extract numerosity than continuous variables from arrays of discrete items.}, Doi = {10.1111/j.1467-7687.2008.00770.x}, Key = {fds250948} } @article{fds250946, Author = {EL Maclean and DJ Merritt and EM Brannon}, Title = {Social Complexity Predicts Transitive Reasoning in Prosimian Primates.}, Journal = {Anim Behav}, Volume = {76}, Number = {2}, Pages = {479-486}, Year = {2008}, Month = {August}, ISSN = {0003-3472}, url = {http://www.ncbi.nlm.nih.gov/pubmed/19649139}, Abstract = {Transitive Inference is a form of deductive reasoning that has been suggested as one cognitive mechanism by which animals could learn the many relationships within their group's dominance hierarchy. This process thus bears relevance to the social intelligence hypothesis which posits evolutionary links between various forms of social and nonsocial cognition. Recent evidence corroborates the link between social complexity and transitive inference and indicates that highly social animals may show superior transitive reasoning even in nonsocial contexts. We examined the relationship between social complexity and transitive inference in two species of prosimians, a group of primates that diverged from the common ancestor of monkeys, apes, and humans over 50 million years ago. In Experiment 1, highly social ring-tailed lemurs, Lemur catta, outperformed the less social mongoose lemurs, Eulemur mongoz, in tests of transitive inference and showed more robust representations of the underlying ordinal relationships between the stimuli. In Experiment 2, after training under a correction procedure that emphasized the underlying linear dimension of the series, both species showed similar transitive inference. This finding suggests that the two lemur species differ not in their fundamental ability to make transitive inferences, but rather in their predisposition to mentally organize information along a common underlying dimension. Together, these results support the hypothesis that social complexity is an important selective pressure for the evolution of cognitive abilities relevant to transitive reasoning.}, Doi = {10.1016/j.anbehav.2008.01.025}, Key = {fds250946} } @article{fds250947, Author = {S Cordes and EM Brannon}, Title = {The difficulties of representing continuous extent in infancy: using number is just easier.}, Journal = {Child Dev}, Volume = {79}, Number = {2}, Pages = {476-489}, Year = {2008}, Month = {March}, ISSN = {0009-3920}, url = {http://www.ncbi.nlm.nih.gov/pubmed/18366435}, Abstract = {This study investigates the ability of 6-month-old infants to attend to the continuous properties of a set of discrete entities. Infants were habituated to dot arrays that were constant in cumulative surface area yet varied in number for small (< 4) or large (> 3) sets. Results revealed that infants detected a 4-fold (but not 3-fold) change in area, regardless of set size. These results are in marked contrast to demonstrations that infants of the same age successfully discriminate a 2- or 3-fold change in number, providing strong counterevidence to the claim that infants use solely nonnumerical, continuous extent variables when discriminating sets. These findings also shed light on the processes involved in tracking continuous variables in infants.}, Doi = {10.1111/j.1467-8624.2007.01137.x}, Key = {fds250947} } @article{fds250935, Author = {EM Brannon and ME Libertus and WH Meck and MG Woldorff}, Title = {Electrophysiological measures of time processing in infant and adult brains: Weber's Law holds.}, Journal = {J Cogn Neurosci}, Volume = {20}, Number = {2}, Pages = {193-203}, Year = {2008}, Month = {February}, ISSN = {0898-929X}, url = {http://www.ncbi.nlm.nih.gov/pubmed/18275328}, Abstract = {Behavioral studies have demonstrated that time perception in adults, children, and nonhuman animals is subject to Weber's Law. More specifically, as with discriminations of other features, it has been found that it is the ratio between two durations rather than their absolute difference that controls the ability of an animal to discriminate them. Here, we show that scalp-recorded event-related electrical brain potentials (ERPs) in both adults and 10-month-old human infants, in response to changes in interstimulus interval (ISI), appear to obey the scalar property found in time perception in adults, children, and nonhuman animals. Using a timing-interval oddball paradigm, we tested adults and infants in conditions where the ratio between the standard and deviant interval in a train of homogeneous auditory stimuli varied such that there was a 1:4 (only for the infants), 1:3, 1:2, and 2:3 ratio between the standard and deviant intervals. We found that the amplitude of the deviant-triggered mismatch negativity ERP component (deviant-ISI ERP minus standard-ISI ERP) varied as a function of the ratio of the standard to deviant interval. Moreover, when absolute values were varied and ratio was held constant, the mismatch negativity did not vary.}, Doi = {10.1162/jocn.2008.20016}, Key = {fds250935} } @article{fds250909, Author = {KE Jordan and SH Suanda and EM Brannon}, Title = {Intersensory redundancy accelerates preverbal numerical competence}, Journal = {Cognition}, Volume = {108}, Number = {1}, Pages = {210-221}, Year = {2008}, ISSN = {0010-0277}, url = {http://dx.doi.org/10.1016/j.cognition.2007.12.001}, Abstract = {Intersensory redundancy can facilitate animal and human behavior in areas as diverse as rhythm discrimination, signal detection, orienting responses, maternal call learning, and associative learning. In the realm of numerical development, infants show similar sensitivity to numerical differences in both the visual and auditory modalities. Using a habituation-dishabituation paradigm, we ask here, whether providing redundant, multisensory numerical information allows six-month-old infants to make more precise numerical discriminations. Results indicate that perceptually redundant information improved preverbal numerical precision to a level of discrimination previously thought attainable only after additional months of development. Multimodal stimuli may thus boost abstract cognitive abilities such as numerical competence. © 2007 Elsevier B.V. All rights reserved.}, Doi = {10.1016/j.cognition.2007.12.001}, Key = {fds250909} } @article{fds250933, Author = {KE Jordan and EL MacLean and EM Brannon}, Title = {Monkeys match and tally quantities across senses}, Journal = {Cognition}, Volume = {108}, Number = {3}, Pages = {617-625}, Year = {2008}, ISSN = {0010-0277}, url = {http://dx.doi.org/10.1016/j.cognition.2008.05.006}, Abstract = {We report here that monkeys can actively match the number of sounds they hear to the number of shapes they see and present the first evidence that monkeys sum over sounds and sights. In Experiment 1, two monkeys were trained to choose a simultaneous array of 1-9 squares that numerically matched a sample sequence of shapes or sounds. Monkeys numerically matched across (audio-visual) and within (visual-visual) modalities with equal accuracy and transferred to novel numerical values. In Experiment 2, monkeys presented with sample sequences of randomly ordered shapes or tones were able to choose an array of 2-9 squares that was the numerical sum of the shapes and sounds in the sample sequence. In both experiments, accuracy and reaction time depended on the ratio between the correct numerical match and incorrect choice. These findings suggest monkeys and humans share an abstract numerical code that can be divorced from the modality in which stimuli are first experienced. © 2008 Elsevier B.V. All rights reserved.}, Doi = {10.1016/j.cognition.2008.05.006}, Key = {fds250933} } @article{fds250949, Author = {JF Cantlon and EM Brannon}, Title = {Basic math in monkeys and college students.}, Journal = {PLoS Biol}, Volume = {5}, Number = {12}, Pages = {e328}, Year = {2007}, Month = {December}, ISSN = {1544-9173}, url = {http://www.ncbi.nlm.nih.gov/pubmed/18092890}, Abstract = {Adult humans possess a sophisticated repertoire of mathematical faculties. Many of these capacities are rooted in symbolic language and are therefore unlikely to be shared with nonhuman animals. However, a subset of these skills is shared with other animals, and this set is considered a cognitive vestige of our common evolutionary history. Current evidence indicates that humans and nonhuman animals share a core set of abilities for representing and comparing approximate numerosities nonverbally; however, it remains unclear whether nonhuman animals can perform approximate mental arithmetic. Here we show that monkeys can mentally add the numerical values of two sets of objects and choose a visual array that roughly corresponds to the arithmetic sum of these two sets. Furthermore, monkeys' performance during these calculations adheres to the same pattern as humans tested on the same nonverbal addition task. Our data demonstrate that nonverbal arithmetic is not unique to humans but is instead part of an evolutionarily primitive system for mathematical thinking shared by monkeys.}, Doi = {10.1371/journal.pbio.0050328}, Key = {fds250949} } @article{fds250920, Author = {D Merritt and EL Maclean and S Jaffe and EM Brannon}, Title = {A comparative analysis of serial ordering in ring-tailed lemurs (Lemur catta).}, Journal = {J Comp Psychol}, Volume = {121}, Number = {4}, Pages = {363-371}, Year = {2007}, Month = {November}, ISSN = {0735-7036}, url = {http://www.ncbi.nlm.nih.gov/pubmed/18085919}, Abstract = {Research over the last 25 years has demonstrated that animals are able to organize sequences in memory and retrieve ordered sequences without language. Qualitative differences have been found between the serial organization of behavior in pigeons and monkeys. Here the authors test serial ordering abilities in ring-tailed lemurs, a strepsirrhine primate whose ancestral lineage diverged from that of monkeys, apes, and humans approximately 63 million years ago. Lemurs' accuracy and response times were similar to monkeys, thus suggesting that they may share mechanisms for serial organization that dates to a common primate ancestor.}, Doi = {10.1037/0735-7036.121.4.363}, Key = {fds250920} } @article{fds250951, Author = {EM Brannon and S Suanda and K Libertus}, Title = {Temporal discrimination increases in precision over development and parallels the development of numerosity discrimination.}, Journal = {Dev Sci}, Volume = {10}, Number = {6}, Pages = {770-777}, Year = {2007}, Month = {November}, ISSN = {1363-755X}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17973794}, Abstract = {Time perception is important for many aspects of human behavior, and a large literature documents that adults represent intervals and that their ability to discriminate temporal intervals is ratio dependent. Here we replicate a recent study by vanMarle and Wynn (2006) that used the visual habituation paradigm and demonstrated that temporal discrimination in 6-month-old infants is also ratio dependent. We further demonstrate that between 6 and 10 months of age temporal discrimination increases in precision such that by 10 months of age infants succeed at discriminating a 2:3 ratio, a ratio that 6-month-old infants were unable to discriminate. We discuss the potential implications of the fact that temporal discrimination follows the same developmental progression that has been previously observed for number discrimination in infancy (Lipton & Spelke, 2003).}, Doi = {10.1111/j.1467-7687.2007.00635.x}, Key = {fds250951} } @article{fds250934, Author = {JD Roitman and EM Brannon and ML Platt}, Title = {Monotonic coding of numerosity in macaque lateral intraparietal area.}, Journal = {PLoS Biol}, Volume = {5}, Number = {8}, Pages = {e208}, Year = {2007}, Month = {August}, ISSN = {1544-9173}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17676978}, Abstract = {As any child knows, the first step in counting is summing up individual elements, yet the brain mechanisms responsible for this process remain obscure. Here we show, for the first time, that a population of neurons in the lateral intraparietal area of monkeys encodes the total number of elements within their classical receptive fields in a graded fashion, across a wide range of numerical values (2-32). Moreover, modulation of neuronal activity by visual quantity developed rapidly, within 100 ms of stimulus onset, and was independent of attention, reward expectations, or stimulus attributes such as size, density, or color. The responses of these neurons resemble the outputs of "accumulator neurons" postulated in computational models of number processing. Numerical accumulator neurons may provide inputs to neurons encoding specific cardinal values, such as "4," that have been described in previous work. Our findings may explain the frequent association of visuospatial and numerical deficits following damage to parietal cortex in humans.}, Doi = {10.1371/journal.pbio.0050208}, Key = {fds250934} } @article{fds250884, Author = {J Cantlon and R Fink and K Safford and EM Brannon}, Title = {Heterogeneity impairs numerical matching but not numerical ordering in preschool children.}, Journal = {Dev Sci}, Volume = {10}, Number = {4}, Pages = {431-440}, Year = {2007}, Month = {July}, ISSN = {1363-755X}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17552933}, Abstract = {Do preschool children appreciate numerical value as an abstract property of a set of objects? We tested the influence of stimulus features such as size, shape, and color on preschool children's developing nonverbal numerical abilities. Children between 3 and 5 years of age were tested on their ability to estimate number when the sizes, shapes, and colors of the elements in an array were varied (heterogeneous condition) versus when they did not vary (homogeneous condition). One group of children was tested on an ordinal task in which the goal was to select the smaller of two arrays while another group of children was tested on a match-to-sample task in which the goal was to choose one of two visual arrays that matched the sample in number. Children performed above chance on both homogeneous and heterogeneous stimuli in both tasks. However, while children showed no impairment on heterogeneous relative to homogeneous arrays in the ordering task, performance was impaired by heterogeneity in the matching task. We suggest that nonverbal numerical abstraction occurs early in development, but specific task objectives may prevent children from engaging in numerical abstraction.}, Doi = {10.1111/j.1467-7687.2007.00597.x}, Key = {fds250884} } @article{fds250883, Author = {JD Roitman and EM Brannon, JR Andrews and ML Platt}, Title = {Nonverbal representation of time and number in adults.}, Journal = {Acta Psychol (Amst)}, Volume = {124}, Number = {3}, Pages = {296-318}, Year = {2007}, Month = {March}, ISSN = {0001-6918}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16759623}, Abstract = {A wealth of human and animal research supports common neural processing of numerical and temporal information. Here we test whether adult humans spontaneously encode number and time in a paradigm similar to those previously used to test the mode-control model in animals. Subjects were trained to classify visual stimuli that varied in both number and duration as few/short or many/long. Subsequently subjects were tested with novel stimuli that varied time and held number constant (eight flashes in 0.8-3.2s) or varied number and held time constant (4-16 flashes in 1.6s). Adult humans classified novel stimuli as many/long as monotonic functions of both number and duration, consistent with simultaneous, nonverbal, analog encoding. Numerical sensitivity, however, was finer than temporal sensitivity, suggesting differential salience of time and number. These results support the notion that adults simultaneously represent the number and duration of stimuli but suggest a possible asymmetry in their representations.}, Doi = {10.1016/j.actpsy.2006.03.008}, Key = {fds250883} } @article{fds250925, Author = {JF Cantlon and EM Brannon}, Title = {Adding up the effects of cultural experience on the brain.}, Journal = {Trends Cogn Sci}, Volume = {11}, Number = {1}, Pages = {1-4}, Year = {2007}, Month = {January}, ISSN = {1364-6613}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17129750}, Abstract = {How does the brain represent number and perform mathematical calculations? According to a recent and provocative study by Tang and colleagues, it depends on which language you learn. They found that the divergent linguistic and cultural experiences of native Chinese and native English speakers are associated with distinct patterns of brain activity during mathematical processing. Their results raise important questions about the cognitive and neural specificity of cultural influences on mathematical processes and the core nature of mathematical cognition.}, Doi = {10.1016/j.tics.2006.10.008}, Key = {fds250925} } @article{fds250937, Author = {JF Cantlon and EM Brannon}, Title = {How much does number matter to a monkey (Macaca mulatta)?}, Journal = {J Exp Psychol Anim Behav Process}, Volume = {33}, Number = {1}, Pages = {32-41}, Year = {2007}, Month = {January}, ISSN = {0097-7403}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17227193}, Abstract = {Although many animal species can represent numerical values, little is known about how salient number is relative to other object properties for nonhuman animals. In one hypothesis, researchers propose that animals represent number only as a last resort, when no other properties differentiate stimuli. An alternative hypothesis is that animals automatically, spontaneously, and routinely represent the numerical attributes of their environments. The authors compared the influence of number versus that of shape, color, and surface area on rhesus monkeys' (Macaca mulatta) decisions by testing them on a matching task with more than one correct answer: a numerical match and a nonnumerical (color, surface area, or shape) match. The authors also tested whether previous laboratory experience with numerical discrimination influenced a monkey's propensity to represent number. Contrary to the last-resort hypothesis, all monkeys based their decisions on numerical value when the numerical ratio was favorable.}, Doi = {10.1037/0097-7403.33.1.32}, Key = {fds250937} } @article{fds250950, Author = {ME Libertus and MG Woldorff and EM Brannon}, Title = {Electrophysiological evidence for notation independence in numerical processing.}, Journal = {Behav Brain Funct}, Volume = {3}, Number = {1}, Pages = {1}, Year = {2007}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17214890}, Abstract = {BACKGROUND: A dominant view in numerical cognition is that numerical comparisons operate on a notation independent representation (Dehaene, 1992). Although previous human neurophysiological studies using scalp-recorded event-related potentials (ERPs) on the numerical distance effect have been interpreted as supporting this idea, differences in the electrophysiological correlates of the numerical distance effect in symbolic notations (e.g. Arabic numerals) and non-symbolic notations (e.g. a set of visually presented dots of a certain number) are not entirely consistent with this view. METHODS AND RESULTS: Two experiments were conducted to resolve these discrepancies. In Experiment 1, participants performed a symbolic and a non-symbolic numerical comparison task ("smaller or larger than 5?") with numerical values 1-4 and 6-9 while ERPs were recorded. Consistent with a previous report (Temple & Posner, 1998), in the symbolic condition the amplitude of the P2p ERP component (210-250 ms post-stimulus) was larger for values near to the standard than for values far from the standard whereas this pattern was reversed in the non-symbolic condition. However, closer analysis indicated that the reversal in polarity was likely due to the presence of a confounding stimulus effect on the early sensory ERP components for small versus larger numerical values in the non-symbolic condition. In Experiment 2 exclusively large numerosities (8-30) were used, thereby rendering sensory differences negligible, and with this control in place the numerical distance effect in the non-symbolic condition mirrored the symbolic condition of Experiment 1. CONCLUSION: Collectively, the results support the claim of an abstract semantic processing stage for numerical comparisons that is independent of input notation.}, Doi = {10.1186/1744-9081-3-1}, Key = {fds250950} } @article{fds250936, Author = {KE Jordan and EM Brannon}, Title = {A common representational system governed by Weber's law: nonverbal numerical similarity judgments in 6-year-olds and rhesus macaques.}, Journal = {J Exp Child Psychol}, Volume = {95}, Number = {3}, Pages = {215-229}, Year = {2006}, Month = {November}, ISSN = {0022-0965}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16808924}, Abstract = {This study compared nonverbal numerical processing in 6-year-olds with that in nonhuman animals using a numerical bisection task. In the study, 16 children were trained on a delayed match-to-sample paradigm to match exemplars of two anchor numerosities. Children were then required to indicate whether a sample intermediate to the anchor values was closer to the small anchor value or the large anchor value. For two sets of anchor values with the same ratio, the probability of choosing the larger anchor value increased systematically with sample number, and the psychometric functions superimposed when plotted on a logarithmic scale. The psychometric functions produced by the children also superimposed with the psychometric functions produced by rhesus monkeys in an analogous previous experiment. These examples of superimposition demonstrate that nonverbal number representations, even in children who have acquired the verbal counting system, are modulated by Weber's law.}, Doi = {10.1016/j.jecp.2006.05.004}, Key = {fds250936} } @article{fds250938, Author = {EM Brannon and D Lutz and S Cordes}, Title = {The development of area discrimination and its implications for number representation in infancy.}, Journal = {Dev Sci}, Volume = {9}, Number = {6}, Pages = {F59-F64}, Year = {2006}, Month = {November}, ISSN = {1363-755X}, url = {http://www.ncbi.nlm.nih.gov/pubmed/17059447}, Abstract = {This paper investigates the ability of infants to attend to continuous stimulus variables and how this capacity relates to the representation of number. We examined the change in area needed by 6-month-old infants to detect a difference in the size of a single element (Elmo face). Infants successfully discriminated a 1:4, 1:3 and 1:2 change in the area of the Elmo face but failed to discriminate a 2:3 change. In addition, the novelty preference was linearly related to the ratio difference between the novel and familiar area. Results suggest that Weber's Law holds for area discriminations in infancy and also reveal that at 6 months of age infants are equally sensitive to number, time and area.}, Doi = {10.1111/j.1467-7687.2006.00530.x}, Key = {fds250938} } @article{fds250882, Author = {KE Jordan and EM Brannon}, Title = {Weber's Law influences numerical representations in rhesus macaques (Macaca mulatta).}, Journal = {Anim Cogn}, Volume = {9}, Number = {3}, Pages = {159-172}, Year = {2006}, Month = {July}, ISSN = {1435-9448}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16575587}, Abstract = {We present the results of two experiments that probe the ability of rhesus macaques to match visual arrays based on number. Three monkeys were first trained on a delayed match-to-sample paradigm (DMTS) to match stimuli on the basis of number and ignore continuous dimensions such as element size, cumulative surface area, and density. Monkeys were then tested in a numerical bisection experiment that required them to indicate whether a sample numerosity was closer to a small or large anchor value. Results indicated that, for two sets of anchor values with the same ratio, the probability of choosing the larger anchor value systematically increased with the sample number and the psychometric functions superimposed. A second experiment employed a numerical DMTS task in which the choice values contained an exact numerical match to the sample and a distracter that varied in number. Both accuracy and reaction time were modulated by the ratio between the correct numerical match and the distracter, as predicted by Weber's Law.}, Doi = {10.1007/s10071-006-0017-8}, Key = {fds250882} } @article{fds250911, Author = {JF Cantlon and EM Brannon and EJ Carter and KA Pelphrey}, Title = {Functional imaging of numerical processing in adults and 4-y-old children.}, Journal = {PLoS Biol}, Volume = {4}, Number = {5}, Pages = {e125}, Year = {2006}, Month = {May}, ISSN = {1545-7885}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16594732}, Abstract = {Adult humans, infants, pre-school children, and non-human animals appear to share a system of approximate numerical processing for non-symbolic stimuli such as arrays of dots or sequences of tones. Behavioral studies of adult humans implicate a link between these non-symbolic numerical abilities and symbolic numerical processing (e.g., similar distance effects in accuracy and reaction-time for arrays of dots and Arabic numerals). However, neuroimaging studies have remained inconclusive on the neural basis of this link. The intraparietal sulcus (IPS) is known to respond selectively to symbolic numerical stimuli such as Arabic numerals. Recent studies, however, have arrived at conflicting conclusions regarding the role of the IPS in processing non-symbolic, numerosity arrays in adulthood, and very little is known about the brain basis of numerical processing early in development. Addressing the question of whether there is an early-developing neural basis for abstract numerical processing is essential for understanding the cognitive origins of our uniquely human capacity for math and science. Using functional magnetic resonance imaging (fMRI) at 4-Tesla and an event-related fMRI adaptation paradigm, we found that adults showed a greater IPS response to visual arrays that deviated from standard stimuli in their number of elements, than to stimuli that deviated in local element shape. These results support previous claims that there is a neurophysiological link between non-symbolic and symbolic numerical processing in adulthood. In parallel, we tested 4-y-old children with the same fMRI adaptation paradigm as adults to determine whether the neural locus of non-symbolic numerical activity in adults shows continuity in function over development. We found that the IPS responded to numerical deviants similarly in 4-y-old children and adults. To our knowledge, this is the first evidence that the neural locus of adult numerical cognition takes form early in development, prior to sophisticated symbolic numerical experience. More broadly, this is also, to our knowledge, the first cognitive fMRI study to test healthy children as young as 4 y, providing new insights into the neurophysiology of human cognitive development.}, Doi = {10.1371/journal.pbio.0040125}, Key = {fds250911} } @article{fds250955, Author = {JF Cantlon and EM Brannon}, Title = {Shared system for ordering small and large numbers in monkeys and humans.}, Journal = {Psychol Sci}, Volume = {17}, Number = {5}, Pages = {401-406}, Year = {2006}, Month = {May}, ISSN = {0956-7976}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16683927}, Abstract = {There is increasing evidence that animals share with adult humans and perhaps human infants a system for representing objective number as psychological magnitudes that are an analogue of the quantities they represent. Here we show that rhesus monkeys can extend a numerical rule learned with the values 1 through 9 to the values 10, 15, 20, and 30, which suggests that there is no upper limit on a monkey's numerical capacity. Instead, throughout the numerical range tested, both accuracy and latency in ordering two numerical values were systematically controlled by the ratio of the values compared. In a second experiment, we directly compared humans' and monkeys' performance in the same ordinal comparison task. The qualitative and quantitative similarity in their performance provides the strongest evidence to date of a single nonverbal, evolutionarily primitive mechanism for representing and comparing numerical values.}, Doi = {10.1111/j.1467-9280.2006.01719.x}, Key = {fds250955} } @article{fds250931, Author = {EM Brannon and JF Cantlon and HS Terrace}, Title = {The role of reference points in ordinal numerical comparisons by rhesus macaques (Macaca mulatta).}, Journal = {J Exp Psychol Anim Behav Process}, Volume = {32}, Number = {2}, Pages = {120-134}, Year = {2006}, Month = {April}, ISSN = {0097-7403}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16634655}, Abstract = {Two experiments examined ordinal numerical knowledge in rhesus macaques (Macaca mulatta). Experiment 1 replicated the finding (E. M. Brannon & H. S. Terrace, 2000) that monkeys trained to respond in descending numerical order (4-->3-->2-->1) did not generalize the descending rule to the novel values 5-9 in contrast to monkeys trained to respond in ascending order. Experiment 2 examined whether the failure to generalize a descending rule was due to the direction of the training sequence or to the specific values used in the training sequence. Results implicated 3 factors that characterize a monkey's numerical comparison process: Weber's law, knowledge of ordinal direction, and a comparison of each value in a test pair with the reference point established by the first value of the training sequence.}, Doi = {10.1037/0097-7403.32.2.120}, Key = {fds250931} } @article{fds250953, Author = {EM Brannon}, Title = {The representation of numerical magnitude.}, Journal = {Curr Opin Neurobiol}, Volume = {16}, Number = {2}, Pages = {222-229}, Year = {2006}, Month = {April}, ISSN = {0959-4388}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16546373}, Abstract = {The combined efforts of many fields are advancing our understanding of how number is represented. Researchers studying numerical reasoning in adult humans, developing humans and non-human animals are using a suite of behavioral and neurobiological methods to uncover similarities and differences in how each population enumerates and compares quantities to identify the neural substrates of numerical cognition. An important picture emerging from this research is that adult humans share with non-human animals a system for representing number as language-independent mental magnitudes and that this system emerges early in development.}, Doi = {10.1016/j.conb.2006.03.002}, Key = {fds250953} } @article{fds250928, Author = {KE Jordan and EM Brannon}, Title = {The multisensory representation of number in infancy.}, Journal = {Proc Natl Acad Sci U S A}, Volume = {103}, Number = {9}, Pages = {3486-3489}, Year = {2006}, Month = {February}, ISSN = {0027-8424}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16492785}, Abstract = {Human infants can discriminate visual and auditory stimuli solely on the basis of number, suggesting a developmental foundation for the nonverbal number representations of adult humans. Recent studies suggest that these language-independent number representations are multisensory in both adult humans and nonhuman animals. Surprisingly, however, previous studies have yielded mixed evidence concerning whether nonverbal numerical representations independent of sensory modality are present early in human development. In this article, we use a paradigm that avoids stimulus confounds present in previous studies of cross-modal numerical mapping in infants. We show that 7-month-old infants preferentially attend to visual displays of adult humans that numerically match the number of adult humans they hear speaking. These data provide evidence that by 7 months of age, infants connect numerical representations across different sensory modalities when presented with human faces and voices. Results support the possibility of a shared system between preverbal infants and nonverbal animals for representing number.}, Doi = {10.1073/pnas.0508107103}, Key = {fds250928} } @article{fds250929, Author = {ML Corre and GVD Walle and EM Brannon and S Carey}, Title = {Re-visiting the competence/performance debate in the acquisition of the counting principles}, Journal = {Cognitive Psychology}, Volume = {52}, Number = {2}, Pages = {130-169}, Year = {2006}, url = {http://dx.doi.org/10.1016/j.cogpsych.2005.07.002}, Abstract = {Advocates of the "continuity hypothesis" have argued that innate non-verbal counting principles guide the acquisition of the verbal count list (Gelman & Gallistel, 1978). Some studies have supported this hypothesis, but others have suggested that the counting principles must be constructed anew by each child. Defenders of the continuity hypothesis have argued that the studies that failed to support it obscured children's understanding of counting by making excessive demands on their fragile counting skills. We evaluated this claim by testing two-, three-, and four-year-olds both on "easy" tasks that have supported continuity and "hard" tasks that have argued against it. A few noteworthy exceptions notwithstanding, children who failed to show that they understood counting on the hard tasks also failed on the easy tasks. Therefore, our results are consistent with a growing body of evidence that shows that the count list as a representation of the positive integers transcends pre-verbal representations of number. © 2005 Elsevier Inc. All rights reserved.}, Doi = {10.1016/j.cogpsych.2005.07.002}, Key = {fds250929} } @article{fds250954, Author = {JF Cantlon and EM Brannon}, Title = {The effect of heterogeneity on numerical ordering in rhesus monkeys}, Journal = {Infancy}, Volume = {9}, Number = {2}, Pages = {173-189}, Year = {2006}, ISSN = {1525-0008}, url = {http://dx.doi.org/10.1207/s15327078in0902_5}, Abstract = {We investigated how within-stimulus heterogeneity affects the ability of rhesus monkeys to order pairs of the numerosities 1 through 9. Two rhesus monkeys were tested in a touch screen task where the variability of elements within each visual array was systematically varied by allowing elements to vary in color, size, shape, or any combination of these dimensions. We found no evidence of a cost (or benefit) in accuracy or reaction time when monkeys were tested with stimuli that were heterogeneous in color, size, or shape. This was true even though both monkeys experienced extended initial training with arrays that were homogeneous in the color, shape, and size of elements. The implications of this finding for the mechanisms that monkeys use to represent and compare numerosities are discussed. Copyright © 2006, Lawrence Erlbaum Associates, Inc.}, Doi = {10.1207/s15327078in0902_5}, Key = {fds250954} } @article{fds250927, Author = {JF Cantlon and EM Brannon}, Title = {Semantic congruity affects numerical judgments similarly in monkeys and humans.}, Journal = {Proc Natl Acad Sci U S A}, Volume = {102}, Number = {45}, Pages = {16507-16511}, Year = {2005}, Month = {November}, ISSN = {0027-8424}, url = {http://www.ncbi.nlm.nih.gov/pubmed/16260752}, Abstract = {Monkeys (Macaca mulatta) were trained to order visual arrays based on their number of elements and to conditionally choose the array with the larger or smaller number of elements dependent on a color cue. When the screen background was red, monkeys were reinforced for choosing the smaller numerical value first. When the screen background was blue, monkeys were reinforced for choosing the larger numerical value first. Monkeys showed a semantic congruity effect analogous to that reported for human comparison judgments. Specifically, decision time was systematically influenced by the semantic congruity between the cue ("choose smaller" or "choose larger") and the magnitude of the choice stimuli (small or large numbers of dots). This finding demonstrates a semantic congruity effect in a nonlinguistic animal and provides strong evidence for an evolutionarily primitive magnitude-comparison algorithm common to humans and monkeys.}, Doi = {10.1073/pnas.0506463102}, Key = {fds250927} } @article{fds250932, Author = {KE Jordan and EM Brannon and NK Logothetis and AA Ghazanfar}, Title = {Monkeys match the number of voices they hear to the number of faces they see.}, Journal = {Curr Biol}, Volume = {15}, Number = {11}, Pages = {1034-1038}, Year = {2005}, Month = {June}, ISSN = {0960-9822}, url = {http://www.ncbi.nlm.nih.gov/pubmed/15936274}, Abstract = {Convergent evidence demonstrates that adult humans possess numerical representations that are independent of language [1, 2, 3, 4, 5 and 6]. Human infants and nonhuman animals can also make purely numerical discriminations, implicating both developmental and evolutionary bases for adult humans' language-independent representations of number [7 and 8]. Recent evidence suggests that the nonverbal representations of number held by human adults are not constrained by the sensory modality in which they were perceived [9]. Previous studies, however, have yielded conflicting results concerning whether the number representations held by nonhuman animals and human infants are tied to the modality in which they were established [10, 11, 12, 13, 14 and 15]. Here, we report that untrained monkeys preferentially looked at a dynamic video display depicting the number of conspecifics that matched the number of vocalizations they heard. These findings suggest that number representations held by monkeys, like those held by adult humans, are unfettered by stimulus modality.}, Doi = {10.1016/j.cub.2005.04.056}, Key = {fds250932} } @article{fds250924, Author = {EM Brannon}, Title = {The independence of language and mathematical reasoning.}, Journal = {Proc Natl Acad Sci U S A}, Volume = {102}, Number = {9}, Pages = {3177-3178}, Year = {2005}, Month = {March}, ISSN = {0027-8424}, url = {http://www.ncbi.nlm.nih.gov/pubmed/15728346}, Doi = {10.1073/pnas.0500328102}, Key = {fds250924} } @article{fds250930, Author = {KP Lewis and S Jaffe and EM Brannon}, Title = {Analog number representations in mongoose lemurs (Eulemur mongoz): Evidence from a search task}, Journal = {Animal Cognition}, Volume = {8}, Number = {4}, Pages = {247-252}, Year = {2005}, ISSN = {1435-9448}, url = {http://dx.doi.org/10.1007/s10071-004-0251-x}, Abstract = {A wealth of data demonstrating that monkeys and apes represent number have been interpreted as suggesting that sensitivity to number emerged early in primate evolution, if not before. Here we examine the numerical capacities of the mongoose lemur (Eulemur mongoz), a member of the prosimian suborder of primates that split from the common ancestor of monkeys, apes and humans approximately 47-54 million years ago. Subjects observed as an experimenter sequentially placed grapes into an opaque bucket. On half of the trials the experimenter placed a subset of the grapes into a false bottom such that they were inaccessible to the lemur. The critical question was whether lemurs would spend more time searching the bucket when food should have remained in the bucket, compared to when they had retrieved all of the food. We found that the amount of time lemurs spent searching was indicative of whether grapes should have remained in the bucket, and furthermore that lemur search time reliably differentiated numerosities that differed by a 1:2 ratio, but not those that differed by a 2:3 or 3:4 ratio. Finally, two control conditions determined that lemurs represented the number of food items, and neither the odor of the grapes, nor the amount of grape (e.g., area) in the bucket. These results suggest that mongoose lemurs have numerical representations that are modulated by Weber's Law. © Springer-Verlag 2005.}, Doi = {10.1007/s10071-004-0251-x}, Key = {fds250930} } @article{fds250956, Author = {EM Brannon and LW Roussel and WH Meck and M Woldorff}, Title = {Timing in the baby brain.}, Journal = {Brain Res Cogn Brain Res}, Volume = {21}, Number = {2}, Pages = {227-233}, Year = {2004}, Month = {Spring}, ISSN = {0926-6410}, url = {http://www.ncbi.nlm.nih.gov/pubmed/15464354}, Abstract = {Ten-month-old infants and adults were tested in an auditory oddball paradigm in which 50-ms tones were separated by 1500 ms (standard interval) and occasionally 500 ms (deviant interval). Both infants and adults showed marked brain responses to the tone that followed a deviant inter-stimulus interval (ISI). Specifically, the timing-deviance event-related-potential (ERP) difference waves (deviant-ISI ERP minus standard-ISI ERP) yielded a significant, fronto-centrally distributed, mismatch negativity (MMN) in the latency range of 120-240 ms post-stimulus for infants and 110-210 ms for adults. A robust, longer latency, deviance-related positivity was also obtained for infants (330-520 ms), with a much smaller and later deviance-related positivity observed for adults (585-705 ms). These results suggest that the 10-month-old infant brain has already developed some of the same mechanisms as adults for detecting deviations in the timing of stimulus events.}, Doi = {10.1016/j.cogbrainres.2004.04.007}, Key = {fds250956} } @article{fds250952, Author = {EM Brannon and S Abbott and DJ Lutz}, Title = {Number bias for the discrimination of large visual sets in infancy.}, Journal = {Cognition}, Volume = {93}, Number = {2}, Pages = {B59-B68}, Year = {2004}, Month = {September}, ISSN = {0010-0277}, url = {http://www.ncbi.nlm.nih.gov/pubmed/15147939}, Abstract = {This brief report attempts to resolve the claim that infants preferentially attend to continuous variables over number [e.g. Psychol. Sci. 10 (1999) 408; Cognit. Psychol.44 (2002) 33] with the finding that when continuous variables are controlled, infants as young as 6-months of age discriminate large numerical values [e.g. Psychol. Sci. 14 (2003) 396; Cognition 89 (2003) B15; Cognition 74 (2000) B1]. In two parallel experiments, we compare 6-month-old infants' ability to discriminate number and ignore continuous variables with their ability to form a representation of a cumulative surface area and ignore number. We find that infants discriminate a 2-fold change in number but fail to discriminate a 2-fold change in cumulative surface area. The results point to a more complicated relationship between discrete and continuous dimensions than implied by previous literature.}, Doi = {10.1016/j.cognition.2004.01.004}, Key = {fds250952} } @article{fds250960, Author = {EM Brannon and M Andrews and L Rosenblum}, Title = {The reward value of social video for socially housed Bonnet Macaques}, Journal = {Perceptual and Motor Skills}, Volume = {98}, Number = {3 I}, Pages = {849-858}, Year = {2004}, ISSN = {0031-5125}, Abstract = {Two experiments were conducted to examine the effectiveness of presenting brief video of conspecifics to socially housed bonnet macaques as a reward for performing a joystick task. Using a joystick, subjects tracked a moving target with the cursor on a computer monitor. In Exp. 1, subjects completed significantly more joystick trials for food reward than for video reward or no reward. Subjects also preferred viewing video of another group (Other Group Video) to receiving no reward or to viewing video of their own group (Own Group Video). In Exp. 2, subjects were given two reward conditions, video of a familiar social group or video of a new social group. Two monkeys contributed the vast majority of trials, and both responded more frequently when the reward was video of the new social group. Results of these two experiments suggest that viewing video of conspecifics may serve as an effective reward for at least some socially housed primates and suggests that novelty of the individuals depicted in the video is an important factor contributing to the reward value of video.}, Key = {fds250960} } @article{fds304646, Author = {EM Brannon and MW Andrews and LA Rosenblum}, Title = {Effectiveness of video of conspecifics as a reward for socially housed bonnet macaques (macaca radiata)}, Journal = {Perceptual and Motor Skills}, Volume = {98}, Number = {3 I}, Pages = {849-858}, Year = {2004}, ISSN = {0031-5125}, Abstract = {Two experiments were conducted to examine the effectiveness of presenting brief video of conspecifics to socially housed bonnet macaques as a reward for performing a joystick task. Using a joystick, subjects tracked a moving target with the cursor on a computer monitor. In Exp. 1, subjects completed significantly more joystick trials for food reward than for video reward or no reward. Subjects also preferred viewing video of another group (Other Group Video) to receiving no reward or to viewing video of their own group (Own Group Video). In Exp. 2, subjects were given two reward conditions, video of a familiar social group or video of a new social group. Two monkeys contributed the vast majority of trials, and both responded more frequently when the reward was video of the new social group. Results of these two experiments suggest that viewing video of conspecifics may serve as an effective reward for at least some socially housed primates and suggests that novelty of the individuals depicted in the video is an important factor contributing to the reward value of video.}, Key = {fds304646} } @article{fds250961, Author = {HS Terrace and LK Son and EM Brannon}, Title = {Serial expertise of rhesus macaques}, Journal = {Psychological Science}, Volume = {14}, Number = {1}, Pages = {66-73}, Year = {2003}, url = {http://dx.doi.org/10.1111/1467-9280.01420}, Abstract = {Here we describe the development of serial expertise in 4 experimentally naive rhesus monkeys that learned, by trial and error, the correct order in which to respond to 3-, 4-, and 7-item lists of arbitrarily selected photographs. The probabilities of guessing the correct sequence on 3-, 4-, and 7-item lists were, respectively, 1/6, 1/24, and 1/5,040. Each monkey became progressively more efficient at determining the correct order in which to respond on new lists. During subsequent testing, the subjects were presented with all possible pairs of the 28 items used to construct the four 7-item lists (excluding pairs of items that occupied the same ordinal position in different lists). Subjects responded to pairs from different lists in the correct order 91% of the time on the first trials on which these pairs were presented. These features of subjects' performance, which cannot be attributed to procedural memory, satisfy two criteria of declarative memory: rapid acquisition of new knowledge and flexible application of existing knowledge to a new problem.}, Doi = {10.1111/1467-9280.01420}, Key = {fds250961} } @article{fds250957, Author = {EM Brannon}, Title = {The development of ordinal numerical knowledge in infancy.}, Journal = {Cognition}, Volume = {83}, Number = {3}, Pages = {223-240}, Year = {2002}, Month = {April}, ISSN = {0010-0277}, url = {http://www.ncbi.nlm.nih.gov/pubmed/11934402}, Abstract = {A critical question in cognitive science concerns how numerical knowledge develops. One essential component of an adult concept of number is ordinality: the greater than and less than relationships between numbers. Here it is shown in two experiments that 11-month-old infants successfully discriminated, whereas 9-month-old infants failed to discriminate, sequences of numerosities that descended in numerical value from sequences that increased in numerical value. These results suggest that by 11 months of age infants possess the ability to appreciate the greater than and less than relations between numerical values but that this ability develops between 9 and 11 months of age. In an additional experiment 9-month-old infants succeeded at discriminating the ordinal direction of sequences that varied in the size of a single square rather than in number, suggesting that a capacity for non-numerical ordinal judgments may develop before a capacity for ordinal numerical judgments. These data raise many questions about how infants represent number and what happens between 9 and 11 months to support ordinal numerical judgments.}, Key = {fds250957} } @article{fds250878, Author = {EM Brannon and GAVD Walle}, Title = {Erratum: The development of ordinal numerical competence in young children (Cognitive Psychology (2001) 43, 1 (53-81) doi: 10.1006/cogp.2001.0756)}, Journal = {Cognitive Psychology}, Volume = {44}, Number = {2}, Pages = {191-192}, Year = {2002}, url = {http://dx.doi.org/10.1006/cogp.2001.0780}, Doi = {10.1006/cogp.2001.0780}, Key = {fds250878} } @article{fds304644, Author = {EM Brannon and GA Van de Walle}, Title = {The development of ordinal numerical competence in young children.}, Journal = {Cogn Psychol}, Volume = {43}, Number = {1}, Pages = {53-81}, Year = {2001}, Month = {August}, ISSN = {0010-0285}, url = {http://www.ncbi.nlm.nih.gov/pubmed/11487294}, Abstract = {Two experiments assessed ordinal numerical knowledge in 2- and 3-year-old children and investigated the relationship between ordinal and verbal numerical knowledge. Children were trained on a 1 vs 2 comparison and then tested with novel numerosities. Stimuli consisted of two trays, each containing a different number of boxes. In Experiment 1, box size was held constant. In Experiment 2, box size was varied such that cumulative surface area was unrelated to number. Results show children as young as 2 years of age make purely numerical discriminations and represent ordinal relations between numerosities as large as 6. Children who lacked any verbal numerical knowledge could not make ordinal judgments. However, once children possessed minimal verbal numerical competence, further knowledge was entirely unrelated to ordinal competence. Number may become a salient dimension as children begin to learn to count. An analog magnitude representation of number may underlie success on the ordinal task.}, Doi = {10.1006/cogp.2001.0756}, Key = {fds304644} } @article{fds304645, Author = {EM Brannon and CJ Wusthoff and CR Gallistel and J Gibbon}, Title = {Numerical subtraction in the pigeon: evidence for a linear subjective number scale.}, Journal = {Psychol Sci}, Volume = {12}, Number = {3}, Pages = {238-243}, Year = {2001}, Month = {May}, ISSN = {0956-7976}, url = {http://www.ncbi.nlm.nih.gov/pubmed/11437307}, Abstract = {When humans and animals compare two numbers, responding is faster and more accurate with increasing numerical disparity and decreasing numerical size. Researchers explaining these distance and size effects often, assume that the subjective number continuum is logarithmically compressed. An alternative hypothesis is that the subjective number continuum is linear, but positions farther along it are proportionately fuzzier, that is, less precisely located. These two hypotheses have been treated as functionally equivalent because of their similar empirical predictions. The current experiment sought to resolve this issue with a paradigm originally developed to address the subjective representation of time (time left). In our adaptation, pigeons were required to compare a constant number with the number remaining after a numerical subtraction. Our results indicate that subjective number is linearly, not logarithmically, related to objective number.}, Key = {fds304645} } @article{fds250963, Author = {E Brannon and CJ Wusthoff and CR Gallistel and J Gibbon}, Title = {Subtraction in the Pigeon: Evidence for a Linear Subjective Number Scale}, Journal = {Psychological Science}, Volume = {12}, Number = {3}, Pages = {238-243}, Year = {2001}, ISSN = {0956-7976}, url = {http://www.ncbi.nlm.nih.gov/pubmed/11437307}, Abstract = {When humans and animals compare two numbers, responding is faster and more accurate with increasing numerical disparity and decreasing numerical size. Researchers explaining these distance and size effects often, assume that the subjective number continuum is logarithmically compressed. An alternative hypothesis is that the subjective number continuum is linear, but positions farther along it are proportionately fuzzier, that is, less precisely located. These two hypotheses have been treated as functionally equivalent because of their similar empirical predictions. The current experiment sought to resolve this issue with a paradigm originally developed to address the subjective representation of time (time left). In our adaptation, pigeons were required to compare a constant number with the number remaining after a numerical subtraction. Our results indicate that subjective number is linearly, not logarithmically, related to objective number.}, Key = {fds250963} } @article{fds250964, Author = {E Brannon and G Van de Walle}, Title = {Ordinal Numerical Knowledge in Young Children}, Journal = {Cognitive Psychology}, Volume = {43}, Number = {1}, Pages = {53-81}, Year = {2001}, ISSN = {0010-0285}, url = {http://www.ncbi.nlm.nih.gov/pubmed/11487294}, Abstract = {Two experiments assessed ordinal numerical knowledge in 2- and 3-year-old children and investigated the relationship between ordinal and verbal numerical knowledge. Children were trained on a 1 vs 2 comparison and then tested with novel numerosities. Stimuli consisted of two trays, each containing a different number of boxes. In Experiment 1, box size was held constant. In Experiment 2, box size was varied such that cumulative surface area was unrelated to number. Results show children as young as 2 years of age make purely numerical discriminations and represent ordinal relations between numerosities as large as 6. Children who lacked any verbal numerical knowledge could not make ordinal judgments. However, once children possessed minimal verbal numerical competence, further knowledge was entirely unrelated to ordinal competence. Number may become a salient dimension as children begin to learn to count. An analog magnitude representation of number may underlie success on the ordinal task.}, Doi = {10.1006/cogp.2001.0756}, Key = {fds250964} } @article{fds250965, Author = {CR Gallistel and EM Brannon and J Gibbon and CJ Wusthoff}, Title = {Response to Dehaene’s Commentary}, Journal = {Psychological Science}, Volume = {12}, Number = {3}, Pages = {247}, Year = {2001}, Key = {fds250965} } @article{fds250962, Author = {EM Brannon and HS Terrace}, Title = {Representation of the numerosities 1-9 by rhesus macaques (Macaca mulatta)}, Journal = {Journal of Experimental Psychology: Animal Behavior Processes}, Volume = {26}, Number = {1}, Pages = {31-49}, Year = {2000}, ISSN = {0097-7403}, Abstract = {Three rhesus monkeys (Macaca mulatta) were trained to respond to exemplars of 1,2,3, and 4 in an ascending, descending, or a nonmonotonic numerical order (1→2→3→4, 4→3→2→1, 3→1→4→2). The monkeys were then tested on their ability to order pairs of the novel numerosities 5-9. In Experiment 1, all 3 monkeys ordered novel exemplars of the numerosities 1-4 in ascending or descending order. The attempt to train a nonmonotonic order (3→1→4→2) failed. In Experiment 2A, the 2 monkeys who learned the ascending numerical rule ordered pairs of the novel numerosities 5-9 on unreinforced trials. The monkey who learned the descending numerical rule failed to extrapolate the descending rule to new numerosities. In Experiment 2B all 3 monkeys ordered novel exemplars of pairs of the numerosities 5-9. Accuracy and latency of responding revealed distance and magnitude effects analogous to previous findings with human participants (R. S. Moyer & T. K. Landaeur, 1967). Collectively these studies show that monkeys represent the numerosities 1-9 on at least an ordinal scale. Copyright 2000 by the American Psychological Association, Inc.}, Key = {fds250962} } @article{fds250875, Author = {PL Stocklin and EM Brannon and HS Terrace}, Title = {Monkey numeration [4] (multiple letters)}, Journal = {Science}, Volume = {283}, Number = {5409}, Pages = {1851-1852}, Year = {1999}, ISSN = {0036-8075}, Key = {fds250875} } @article{fds250959, Author = {EM Brannon and HS Terrace}, Title = {Ordering of the numerosities 1 to 9 by monkeys}, Journal = {Science}, Volume = {282}, Number = {5389}, Pages = {746-749}, Year = {1998}, ISSN = {0036-8075}, url = {http://dx.doi.org/10.1126/science.282.5389.746}, Abstract = {A fundamental question in cognitive science is whether animals can represent numerosity (a property of a stimulus that is defined by the number of discriminable elements it contains) and use numerical representations computationally. Here, it was shown that rhesus monkeys represent the numerosity of visual stimuli and detect their ordinal disparity. Two monkeys were first trained to respond to exemplars of the numerosities 1 to 4 in an ascending numerical order (1 → 2 → 3 → 4). As a control for non-numerical cues, exemplars were varied with respect to size, shape, and color. The monkeys were later tested, without reward, on their ability to order stimulus pairs composed of the novel numerosities 5 to 9. Both monkeys responded in an ascending order to the novel numerosities. These results show that rhesus monkeys represent the numerosities 1 to 9 on an ordinal scale.}, Doi = {10.1126/science.282.5389.746}, Key = {fds250959} } @article{fds250958, Author = {ML Platt and EM Brannon and TL Briese and JA French}, Title = {Differences in feeding ecology predict differences in performance between golden lion tamarins (Leontopithecus rosalia) and Wied's marmosets (Callithrix kuhli) on spatial and visual memory tasks}, Journal = {Animal Learning & Behavior}, Volume = {24}, Number = {4}, Pages = {384-393}, Year = {1996}, ISSN = {0090-4996}, url = {http://dx.doi.org/10.3758/BF03199010}, Abstract = {Golden lion tamarins (Leontopithecus rosalia) and Wied's marmosets (Callithrix kuhli) exhibited adaptive differences in performance on several distinct memory tasks. On both an open-field analogue of a radial arm maze and a spatial delayed matching-to-sample task, the marmosets performed better than the tamarins after short (5-min) retention intervals, but only the tamarins continued to perform above chance after long (24- or 48-h) retention intervals. The marmosets also required less training than the tamarins did to learn a color memory task, but again only the tamarins performed above chance when the retention interval was increased to 24 h. The results of these experiments are consistent with predictions based on knowledge of the feeding ecology of these species in the wild and raise the possibility that they possess different visuospatial memory abilities specialized for tracking the spatial and temporal distribution of their principal foods. © 1996 Psychonomic Society, Inc.}, Doi = {10.3758/BF03199010}, Key = {fds250958} } %% Books @book{fds183751, Author = {Dehaene, S. and Brannon, E.M.}, Title = {Space, time, and number in the brain: Searching for the foundations of mathematical thought}, Publisher = {Elsevier}, Year = {2011}, Key = {fds183751} } @book{fds140017, Author = {Purves, D. and Brannon, E. and Cabeza, R. and Huettel, S. and LaBar, K. and Platt, M. and Woldorff, M}, Title = {Principles of Cognitive Neuroscience}, Publisher = {Sunderland, Massachusetts: Sinauer Associates}, Year = {2008}, Key = {fds140017} } %% Chapters in Books @misc{fds220649, Author = {E.M. Brannon and Park, J.}, Title = {Navigator Chapter for: Phylogeny and Ontogeny of Mathematical and Numerical understanding}, Booktitle = {Handbook on Mathematical Cognition}, Publisher = {Oxford Press}, Year = {2014}, Key = {fds220649} } @misc{fds212762, Author = {Merritt, D. and DeWind, N. and Brannon, E.M.}, Title = {Comparative cognition of number representation}, Booktitle = {Handbook of Comparative Cognition}, Editor = {Thomas Zentall and Ed Wasserman}, Year = {2012}, Key = {fds212762} } @misc{fds183744, Author = {Merritt, D. and DeWind, N. and Brannon, E.M.}, Title = {Comparative cognition of number representation}, Booktitle = {Handbook of comparative cognition}, Editor = {T. Zentall and E. Wasserman}, Year = {2011}, Key = {fds183744} } @misc{fds250870, Author = {EM Brannon and DJ Merritt}, Title = {Evolutionary Foundations of the Approximate Number System}, Journal = {Space, Time and Number in the Brain}, Pages = {207-224}, Booktitle = {Space, Time, and Number in the Brain: searching for the foundations of mathematical thought}, Publisher = {Elsevier}, Editor = {Dehaene, S. and Brannon, E.M.}, Year = {2011}, url = {http://dx.doi.org/10.1016/B978-0-12-385948-8.00014-1}, Abstract = {This chapter reviews the behavioral evidence for numerical capacities in animals. When adult humans are tested in tasks that avoid verbal counting, they too show ratio-dependent number discrimination. In fact, animals and humans tested in parallel tasks often show remarkably similar patterns of performance. While ratio dependence is a behavioral signature of the approximate number system (ANS), the semantic congruity effect appears to be a universal hallmark of the wider class of all ordinal judgments. Zero is a special number in symbolic number systems for many reasons. First it serves as the additive identity for natural numbers such that when added to any element x in a set, the result remains x. For both ascending and descending trials, the monkeys were able to spontaneously place the empty set in the proper order with above chance accuracy. Further, as with the matching task, the monkeys showed distance effects that were comparable to those observed with the other numerical values. © 2011 Elsevier Inc. All rights reserved.}, Doi = {10.1016/B978-0-12-385948-8.00014-1}, Key = {fds250870} } @misc{fds183746, Author = {Brannon, E.M. and Jordan, K.E. and Jones, S.}, Title = {Behavioral signatures of numerical discrimination}, Booktitle = {Primate Neuroethology}, Publisher = {Oxford Press}, Editor = {M.L. Platt and A. Ghazanfar}, Year = {2010}, Key = {fds183746} } @misc{fds166473, Author = {Cantlon, J.F. and Brannon, E.M.}, Title = {Animal Arithmetic}, Booktitle = {Encyclopedia of Animal Behavior}, Publisher = {Oxford: Elsevier Press}, Year = {2010}, Key = {fds166473} } @misc{fds153284, Author = {Brannon E.M. and Cantlon, J.F.}, Title = {A comparative perspective on the origin of numerical thinking.}, Booktitle = {Cognitive biology: Evolutionary and developmental perspectives on mind, brain, and behavior}, Publisher = {Cambridge: MIT Press}, Editor = {L. Tomasi and M.A. Peterson and L. Nadel}, Year = {2009}, Key = {fds153284} } @misc{fds153283, Author = {Jordan, K.E. and Brannon, E.M.}, Title = {A comparative approach to understanding human numerical cognition}, Booktitle = {The origins of object knowledge}, Publisher = {Oxford University Press}, Address = {Oxford}, Editor = {B. Hood and L. Santos}, Year = {2009}, Key = {fds153283} } @misc{fds27805, Author = {E. Brannon}, Title = {What Animals Know About Numbers}, Pages = {85-107}, Booktitle = {Handbook of Mathematical Cognition}, Publisher = {Psychology Press}, Editor = {Jamie Campbell (Ed.).}, Year = {2005}, Key = {fds27805} } @misc{fds26119, Author = {E. M. Brannon}, Title = {Quantitative thinking: From monkey to human and human infant to human adult}, Booktitle = {Handbook of Mathematical Cognition}, Editor = {Stanislas Dehaene}, Year = {2004}, Key = {fds26119} } @misc{fds26120, Author = {E. M. Brannon and Roitman, J.}, Title = {Nonverbal Representations of Time and Number in Non-Human Animals and Human Infants}, Pages = {143-182}, Booktitle = {Functional and Neural Mechanisms of Interval Timing}, Publisher = {New York, NY: CRC Press}, Editor = {Warren Meck}, Year = {2003}, Key = {fds26120} } @misc{fds26123, Author = {E. Brannon and Terrace, H.S.}, Title = {The Evolution and Ontogeny of Ordinal Numerical Ability}, Pages = {197-204}, Booktitle = {The Cognitive Animal}, Publisher = {Cambridge, MA: The MIT Press}, Editor = {Beckoff, M. and Allen, C. and Burghardt, G.M.}, Year = {2002}, Key = {fds26123} } @misc{fds250871, Author = {RL Maddox and D Leclerc}, Title = {Foreword.}, Journal = {manual}, Pages = {ix-xii}, Booktitle = {Singleness of Heart: Gender, Sin, and Holiness in Historical Perspective}, Publisher = {Scarecrow Press}, Year = {2001}, url = {http://hdl.handle.net/10161/7964 Duke open access}, Key = {fds250871} } %% Commentaries/Book Reviews @article{fds250879, Author = {EM Brannon}, Title = {Number knows no bounds.}, Journal = {Trends Cogn Sci}, Volume = {7}, Number = {7}, Pages = {279-281}, Year = {2003}, Month = {July}, url = {http://www.ncbi.nlm.nih.gov/pubmed/12860181}, Abstract = {Is the approximate representation of large numbers in adult humans bound to a sensory modality or other aspects of the stimulus presentation, or are these non-verbal numerical representations abstract? A recent paper by Barth, Kanwisher and Spelke provides compelling evidence that non-verbal mental magnitudes are modality-independent.}, Key = {fds250879} } @article{fds26917, Author = {E. M. and Brannon and Terrace, H.S.}, Title = {Letter to the Editor}, Journal = {Science}, Volume = {283}, Pages = {1852}, Year = {1999}, Key = {fds26917} } %% Other @misc{fds51975, Author = {Santos, L R.}, Title = {Primate Cognition: Putting Two and Two Together}, Journal = {Current Biology}, Volume = {15}, Number = {1}, Pages = {R545-R547}, Year = {2005}, Key = {fds51975} } | |
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