School of Psychology, Cardiff University, Park Place, Cardiff, UK.
Rev Neurosci. 2009;20(5-6):383-404. doi: 10.1515/revneuro.2009.20.5-6.383.
Temporal contiguity between two stimuli is insufficient for the establishment of a predictive relation between those stimuli. Rather, learning about predictive relations is influenced by a prediction error mechanism: the discrepancy between actual and expected outcomes. Although the neural substrates of contiguous stimuli presentation have been the focus of research for decades, relatively little empirical evidence exists with regard to the neural mechanisms of prediction error. Recent work has implicated the neurotransmitter dopamine in regulation of predictive learning. If dopamine modulates prediction error then it should do so despite the nature (appetitive or aversive) of the biological stimuli that serve to drive learning. The exact role of dopamine in appetitive and aversive predictive learning, however, remains the focus of continuous debate. This review focuses on the behavioural, neuropharmacological and electrophysiological evidence implicating dopamine in prediction error in appetitive and aversive predictive learning. In addition, recent work in the area of fear conditioning implicating other neurochemical substrates, namely opioids, in the process of prediction error is discussed. Finally, some predictions are made with regard to the neurochemical circuitry involved in modulating learning and behaviour based on prediction error.
时间连续性两个刺激之间是不足以建立一个预测关系之间的那些刺激。相反,学习预测关系受到预测误差机制的影响:实际和预期结果之间的差异。虽然连续刺激呈现的神经基质已经是研究的焦点几十年了,相对较少的经验证据存在有关预测误差的神经机制。最近的工作表明神经递质多巴胺在调节预测学习中。如果多巴胺调节预测误差,那么它应该这样做,尽管性质(食欲或厌恶)的生物刺激,有助于推动学习。然而,多巴胺在食欲和厌恶预测学习中的确切作用仍然是持续争论的焦点。这篇综述重点介绍了行为学、神经药理学和电生理学证据,表明多巴胺在食欲和厌恶预测学习中的预测误差。此外,最近在恐惧条件反射领域的工作表明,其他神经化学物质,如阿片类物质,在预测误差过程中也有作用。最后,根据预测误差,对涉及调节学习和行为的神经化学回路做出了一些预测。