Context-Sensitive Computational Mechanisms of Decision Making.

Journal of Experimental Neuroscience Pub Date : 2018-11-19 eCollection Date: 2018-01-01 DOI:10.1177/1179069518809057
Manisha Chawla, Krishna P Miyapuram
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引用次数: 5

Abstract

Real-world information is primarily sensory in nature, and understandably people attach value to the sensory information to prepare for appropriate behavioral responses. This review presents research from value-based, perceptual, and social decision-making domains, so far studied using isolated paradigms and their corresponding computational models. For example, in perceptual decision making, the sensory evidence accumulation rather than value computation becomes central to choice behavior. Furthermore, we identify cross-linkages between the perceptual and value-based domains to help us better understand generic processes pertaining to individual decision making. The purpose of this review is 2-fold. First, we identify the need for integrated study of different domains of decision making. Second, given that both our perception and valuation are influenced by the surrounding context, we suggest the integration of different types of information in decision making could be done by studying contextual influences in decision making. Future research needs to attempt toward a system-level understanding of various subprocesses involved in decision making.

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上下文敏感的决策计算机制。
现实世界的信息本质上主要是感官信息,可以理解的是,人们重视感官信息,为适当的行为反应做准备。本文综述了基于价值的、感性的和社会决策领域的研究,迄今为止使用孤立的范式及其相应的计算模型进行了研究。例如,在感性决策中,感官证据的积累而不是价值计算成为选择行为的核心。此外,我们确定了感知和基于价值的领域之间的交叉联系,以帮助我们更好地理解与个人决策有关的一般过程。本综述的目的有两个方面。首先,我们确定了对不同决策领域进行综合研究的必要性。其次,考虑到我们的感知和评估都受到周围环境的影响,我们建议通过研究决策中的环境影响来整合不同类型的决策信息。未来的研究需要尝试对决策过程中涉及的各种子过程进行系统级的理解。
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