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| Publications [#243798] of Mauro Maggioni
Papers Published
- Prichep, LS; Causevic, E; Coifman, RR; Isenhart, R; Jacquin, A; John, ER; Maggioni, M; Warner, FJ, QEEG-based classification with wavelet packet and microstate features for triage applications in the ER,
2015 Ieee International Conference on Acoustics, Speech, and Signal Processing (Icassp), vol. 3
(December, 2006),
pp. III1136-III1139, ISSN 1520-6149
(last updated on 2019/04/10)
Abstract:
We describe methods for the classification of brain state using quantitative analysis of the EEG (QEEG). Neurometric analysis of EEG collected from the 19 standard locations of the International 10-20 System already provides such a tool. In this work we demonstrate the effectiveness of this approach when the available inputs are reduced to a set of five frontal electrodes. This system has applications in certain critical clinical care situations, such as emergency room triage, when a full EEG might be unavailable, inconvenient, or time-consuming. Additionally, we augment the standard neurometric QEEG analysis with local discriminant basis features of the power spectrum and microstate-like features which exploit the rich temporal structure of the EEG. These enhancements provide clear gains in sensitivity and specificity on a representative database. © 2006 IEEE.
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