The neural basis of human error processing: Reinforcement learning, dopamine, and the error-related negativity.
Нейронная основа обработки ошибок у человека: подкрепляющее обучение, дофамин и ошибка-ассоциированная негативность
2002-10-01
SCID: 54.1/x4kvb7kf
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anterior cingulate cortexcomputational modelingerror-related negativity (ERN)mesencephalic dopamine systemreinforcement learning
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Abstract (AI)
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.
Key Findings
1
A unified account links two neural systems for adaptive behavior: a mesencephalic dopamine reinforcement-learning system and an anterior cingulate cortex (ACC) error-processing system.
2
Support for the proposal is provided by both computational modeling and psychophysiological experiments.
3
The ERN is generated when a negative reinforcement-learning signal from the mesencephalic dopamine system is conveyed to the ACC.
4
The conveyed dopamine-based negative reinforcement signal is used by the ACC to modify task performance.
5
The error-related negativity (ERN) reflects activity of the ACC error-processing system elicited when participants commit errors in reaction-time tasks.
Research Object
Human neural systems for error processing involving the mesencephalic dopamine system and the anterior cingulate cortex
Research Subject
Mechanism by which a negative reinforcement-learning dopamine signal generates the error-related negativity (ERN) and is used by the anterior cingulate cortex to modify task performance
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2002-10-01
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