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Open Parallel Cooperative and Competitive Decision Processes: A Potential Provenance for Quantum Probability Decision Models

机译:开放式并行合作与竞争决策过程:量子概率决策模型的一种潜在来源

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In recent years quantum probability models have been used to explain many aspects of human decision making, and as such quantum models have been considered a viable alternative to Bayes-ian models based on classical probability. One criticism that is often leveled at both kinds of models is that they lack a clear interpretation in terms of psychological mechanisms. In this paper we discuss the mechanistic underpinnings of a quantum walk model of human decision making and response time. The quantum walk model is compared to standard sequential sampling models, and the architectural assumptions of both are considered. In particular, we show that the quantum model has a natural interpretation in terms of a cognitive architecture that is both massively parallel and involves both co-operative (excitatory) and competitive (inhibitory) interactions between units. Additionally, we introduce a family of models that includes aspects of the classical and quantum walk models.
机译:近年来,量子概率模型已用于解释人类决策的许多方面,因此,基于经典概率,这种量子模型被认为是贝叶斯模型的可行替代方案。在两种模型中经常被批评的一种观点是,它们在心理机制方面缺乏清晰的解释。在本文中,我们讨论了人类决策和响应时间的量子行走模型的机械基础。将量子行走模型与标准顺序采样模型进行比较,并考虑了两者的架构假设。特别地,我们表明,量子模型在认知架构方面具有自然的解释,该认知架构既高度并行又涉及单元之间的合作(兴奋)和竞争(抑制)相互作用。此外,我们介绍了一系列模型,其中包括经典和量子步行模型的各个方面。

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