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Application of a Prediction Error Theory to Pavlovian Conditioning in an Insect

机译:预测误差理论在昆虫巴甫洛夫条件中的应用

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Elucidation of the conditions in which associative learning occurs is a critical issue in neuroscience and comparative psychology. In Pavlovian conditioning in mammals, it is thought that the discrepancy, or error, between the actual reward and the predicted reward determines whether learning occurs. This theory stems from the finding of Kamin’s blocking effect, in which after pairing of a stimulus with an unconditioned stimulus (US), conditioning of a second stimulus is blocked when the two stimuli are presented in compound and paired with the same US. Whether this theory is applicable to any species of invertebrates, however, has remained unknown. We first showed blocking and one-trial blocking of Pavlovian conditioning in the cricket Gryllus bimaculatus, which supported the Rescorla–Wagner model but not attentional theories, the major competitive error-correction learning theories to account for blocking. To match the prediction error theory, a neural circuit model was proposed, and prediction from the model was tested: the results were consistent with the Rescorla–Wagner model but not with the retrieval theory, another competitive theory to account for blocking. The findings suggest that the Rescorla–Wagner model best accounts for Pavlovian conditioning in crickets and that the basic computation rule underlying Pavlovian conditioning in crickets is the same to those suggested in mammals. Moreover, results of pharmacological studies in crickets suggested that octopamine and dopamine mediate prediction error signals in appetitive and aversive conditioning, respectively. This was in contrast to the notion that dopamine mediates appetitive prediction error signals in mammals. The functional significance and evolutionary implications of these findings are discussed.
机译:阐明发生联想学习的条件是神经科学和比较心理学中的关键问题。在哺乳动物的巴甫洛夫式条件中,认为实际奖励与预测奖励之间的差异或错误决定了学习是否发生。该理论源于卡明阻滞作用的发现,即在将刺激与无条件刺激(US)配对后,当两种刺激物以复合形式出现并与同一US配对时,第二种刺激的条件将被阻断。但是,该理论是否适用于任何无脊椎动物种类,仍然未知。我们首先在blocking Gryllus bimaculatus中展示了对Pavlovian条件的阻止和一次尝试阻止,它支持Rescorla–Wagner模型,但不支持注意力理论,即关注竞争的主要竞争性纠错学习理论。为了与预测误差理论相匹配,提出了一个神经回路模型,并测试了该模型的预测结果:结果与Rescorla–Wagner模型一致,但与检索理论(与另一种解释阻塞的竞争性理论)一致。研究结果表明,Rescorla-Wagner模型最能说明中的巴甫洛夫条件,而underlying中巴甫洛夫条件的基本计算规则与哺乳动物中建议的相同。此外,in的药理研究结果表明,章鱼胺和多巴胺分别在食性和厌恶性调节中介导预测误差信号。这与多巴胺在哺乳动物中介导竞争性预测误差信号的观点相反。讨论了这些发现的功能意义和进化意义。

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