Decoding of cognitive processes involved in the continuous performance task
Fariba Sharifian, Daniel Schneider, Stefan Arnau, Edmund Wascher, Fariba Sharifian, Daniel Schneider, Stefan Arnau, Edmund Wascher
Abstract
Decoding of electroencephalogram brain representations is a powerful data driven technique to assess the stream of cognitive information processing. It could promote a more thorough understanding of cognitive control networks. For many years, the continuous performance task has been utilized to investigate impaired proactive and reactive cognitive functions. So far, mainly task performance and univariate electroencephalogram were involved in such investigations. In this study, we benefit from multi-variate pattern analysis of continuous performance task variations to provide a more complete spatio-temporal outline of information processing flow involved in sustained and transient attention and response preparation. Besides effects that are well in line with previous EEG research but could be described in more spatial and temporal detail by the used methods, our results could suggest the presence of a higher order feedback control system when expectations are violated. Such a feedback control is related to modulations of behavior both intra- and inter-individually.
Keywords: Classification; Cognitive functions; Continuous performance task; Electroencephalogram; Multivariate pattern analysis.
Copyright © 2018. Published by Elsevier B.V.
Source: PubMed