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Autoshaping and Automaintenance: A Neural-Network Approach

机译:自动整形和自动维护:一种神经网络方法

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摘要

This article presents an interpretation of autoshaping, and positive and negative automaintenance, based on a neural-network model. The model makes no distinction between operant and respondent learning mechanisms, and takes into account knowledge of hippocampal and dopaminergic systems. Four simulations were run, each one using an A-B-A design and four instances of feedfoward architectures. In A, networks received a positive contingency between inputs that simulated a conditioned stimulus (CS) and an input that simulated an unconditioned stimulus (US). Responding was simulated as an output activation that was neither elicited by nor required for the US. B was an omission-training procedure. Response directedness was defined as sensory feedback from responding, simulated as a dependence of other inputs on responding. In Simulation 1, the phenomena were simulated with a fully connected architecture and maximally intense response feedback. The other simulations used a partially connected architecture without competition between CS and response feedback. In Simulation 2, a maximally intense feedback resulted in substantial autoshaping and automaintenance. In Simulation 3, eliminating response feedback interfered substantially with autoshaping and automaintenance. In Simulation 4, intermediate autoshaping and automaintenance resulted from an intermediate response feedback. Implications for the operant–respondent distinction and the behavior–neuroscience relation are discussed.
机译:本文介绍了基于神经网络模型的自动整形以及正负自动维护的解释。该模型在操作和响应学习机制之间没有区别,并考虑了海马和多巴胺能系统的知识。运行了四个模拟,每个模拟使用A-B-A设计和四个前馈架构实例。在A中,网络在模拟条件刺激(CS)的输入和模拟非条件刺激(US)的输入之间接收到正的意外事件。响应被模拟为美国既未引起也未要求的输出激活。 B是省略训练程序。响应定向被定义为来自响应的感官反馈,模拟为其他输入对响应的依赖性。在模拟1中,使用完全连接的体系结构和最大强度的响应反馈对现象进行了模拟。其他模拟使用部分连接的架构,而CS和响应反馈之间没有竞争。在模拟2中,最大程度的反馈会导致大量的自动调整和自动维护。在模拟3中,消除响应反馈会严重干扰自动整形和自动维护。在Simulation 4中,中间的自动整形和自动维护来自中间的响应反馈。讨论了对操作者-响应者区别以及行为-神经科学关系的影响。

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