人类错误处理的神经基础:强化学习、多巴胺与错误相关负波。
The neural basis of human error processing: reinforcement learning, dopamine, and the error-related negativity.
作者信息
Holroyd Clay B, Coles Michael G H
机构信息
U Illinois.
出版信息
Psychol Rev. 2002 Oct;109(4):679-709. doi: 10.1037/0033-295X.109.4.679.
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.
作者提出了一个关于与适应性行为的发展和表达相关的两个神经系统的统一解释
一个用于强化学习的中脑多巴胺系统和一个与前扣带回皮层相关的“通用”错误处理系统。错误处理系统的存在是从错误相关负波(ERN)推断出来的,ERN是当人类参与者在反应时任务中犯错时诱发的事件相关脑电位的一个成分。作者提出,当一个负性强化学习信号通过中脑多巴胺系统传递到前扣带回皮层时会产生ERN,并且前扣带回皮层利用这个信号来修改手头任务的表现。他们使用计算建模和心理生理学实验为这一观点提供了支持。