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Is There Evidence for a Mixture of Processes in Speed‐Accuracy Trade‐Off Behavior?
Author(s) -
Maanen Leendert
Publication year - 2016
Publication title -
topics in cognitive science
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.191
H-Index - 56
eISSN - 1756-8765
pISSN - 1756-8757
DOI - 10.1111/tops.12182
Subject(s) - cognition , property (philosophy) , perception , cognitive psychology , point (geometry) , psychology , computer science , trade off , mechanism (biology) , artificial intelligence , mathematics , statistics , neuroscience , philosophy , geometry , epistemology
The speed‐accuracy trade‐off (SAT) effect refers to the behavioral trade‐off between fast yet error‐prone respones and accurate but slow responses. Multiple theories on the cognitive mechanisms behind SAT exist. One theory assumes that SAT is a consequence of strategically adjusting the amount of evidence required for overt behaviors, such as perceptual choices. Another theory hypothesizes that SAT is the consequence of the mixture of multiple categorically different cognitive processes. In this paper, these theories are disambiguated by assessing whether the fixed‐point property of mixture distributions holds, in both simulations and data. I conclude that, at least for perceptual decision making, there is no evidence for a mixture of different cognitive processes to trade off accuracy of responding for speed.