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基于预测性赫布学习的中脑多巴胺系统框架。

A framework for mesencephalic dopamine systems based on predictive Hebbian learning.

作者信息

Montague P R, Dayan P, Sejnowski T J

机构信息

Division of Neuroscience, Baylor College of Medicine, Houston, Texas 77030, USA.

出版信息

J Neurosci. 1996 Mar 1;16(5):1936-47. doi: 10.1523/JNEUROSCI.16-05-01936.1996.

Abstract

We develop a theoretical framework that shows how mesencephalic dopamine systems could distribute to their targets a signal that represents information about future expectations. In particular, we show how activity in the cerebral cortex can make predictions about future receipt of reward and how fluctuations in the activity levels of neurons in diffuse dopamine systems above and below baseline levels would represent errors in these predictions that are delivered to cortical and subcortical targets. We present a model for how such errors could be constructed in a real brain that is consistent with physiological results for a subset of dopaminergic neurons located in the ventral tegmental area and surrounding dopaminergic neurons. The theory also makes testable predictions about human choice behavior on a simple decision-making task. Furthermore, we show that, through a simple influence on synaptic plasticity, fluctuations in dopamine release can act to change the predictions in an appropriate manner.

摘要

我们构建了一个理论框架,该框架展示了中脑多巴胺系统如何能够向其目标传递一个代表未来预期信息的信号。具体而言,我们展示了大脑皮层的活动如何能够对未来奖励的获得进行预测,以及弥散多巴胺系统中神经元活动水平相对于基线水平的上下波动如何能够代表这些预测中的误差,并将这些误差传递给皮层和皮层下目标。我们提出了一个模型,用于说明在真实大脑中这种误差是如何构建的,该模型与位于腹侧被盖区的一部分多巴胺能神经元以及周围多巴胺能神经元的生理结果相一致。该理论还对人类在简单决策任务中的选择行为做出了可检验的预测。此外,我们表明,通过对突触可塑性的简单影响,多巴胺释放的波动能够以适当的方式改变预测。

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