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The Journal of Neuroscience, August 30, 2006, 26(35):8965-8975; doi:10.1523/JNEUROSCI.1655-06.2006

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Behavioral/Systems/Cognitive
Neural Representation of Task Difficulty and Decision Making during Perceptual Categorization: A Timing Diagram

Marios G. Philiastides,1 Roger Ratcliff,2 and Paul Sajda1

1Laboratory for Intelligent Imaging and Neural Computing, Department of Biomedical Engineering, Columbia University, New York, New York 10027, and 2Department of Psychology, Ohio State University, Columbus, Ohio 43210

Correspondence should be addressed to Dr. Paul Sajda at the above address. Email: ps629{at}columbia.edu

When does the brain know that a decision is difficult to make? How does decision difficulty affect the allocation of neural resources and timing of constituent cortical processing? Here, we use single-trial analysis of electroencephalography (EEG) to identify neural correlates of decision difficulty and relate these to neural correlates of decision accuracy. Using a cued paradigm, we show that we can identify a component in the EEG that reflects the inherent task difficulty and not simply a correlation with the stimulus. We find that this decision difficulty component arises {approx}220 ms after stimulus presentation, between two EEG components that are predictive of decision accuracy [an "early" (170 ms) and a "late" ({approx}300 ms) component]. We use these results to develop a timing diagram for perceptual decision making and relate the component activities to parameters of a diffusion model for decision making.

Key words: task difficulty; decision making; electroencephalography (EEG); single-trial analysis; diffusion model; timing diagram


Received April 18, 2006; revised July 12, 2006; accepted July 13, 2006.

Correspondence should be addressed to Dr. Paul Sajda at the above address. Email: ps629{at}columbia.edu




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