Math @ Duke
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Publications [#333225] of David B. Dunson
search arxiv.org.Papers Published
- Dunson, DB, Statistics in the big data era: Failures of the machine,
Statistics and Probability Letters, vol. 136
(May, 2018),
pp. 4-9, Elsevier BV [doi]
(last updated on 2025/04/11)
Abstract: There is vast interest in automated methods for complex data analysis. However, there is a lack of consideration of (1) interpretability, (2) uncertainty quantification, (3) applications with limited training data, and (4) selection bias. Statistical methods can achieve (1)-(4) with a change in focus.
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