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The neural basis of human error processing: Reinforcement learning, dopamine, and the error-related negativity.

Psychological Review · 2002 · Vol. 109(4) · pp. 679–709
Clay B. HolroydMichael Coles

Abstract

The authors present a unified account of 2 neural systems concerned with the development and expression of adaptive behaviors: a mesencephalic dopamine system for reinforcement learning and a "generic" error-processing system associated with the anterior cingulate cortex. The existence of the error-processing system has been inferred from the error-related negativity (ERN), a component of the event-related brain potential elicited when human participants commit errors in reaction-time tasks. The authors propose that the ERN is generated when a negative reinforcement learning signal is conveyed to the anterior cingulate cortex via the mesencephalic dopamine system and that this signal is used by the anterior cingulate cortex to modify performance on the task at hand. They provide support for this proposal using both computational modeling and psychophysiological experimentation.

Neural and Behavioral Psychology StudiesNeural dynamics and brain functionEEG and Brain-Computer InterfacesError-related negativityAnterior cingulate cortexReinforcement learningPsychologyNeuroscienceCingulate cortexComputer scienceReinforcementMean squared prediction errorNegativity effect

MeSH terms

Analysis of VarianceBrain MappingDopamineHumansModels, NeurologicalMotor CortexProbability LearningReinforcement, Psychology

Funding

  • National Institute of Mental Health
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