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认知神经科学中的序贯抽样模型:优势、应用与扩展

Sequential Sampling Models in Cognitive Neuroscience: Advantages, Applications, and Extensions.

作者信息

Forstmann B U, Ratcliff R, Wagenmakers E-J

机构信息

Amsterdam Brain and Cognition Center, University of Amsterdam, 1018 WS Amsterdam, The Netherlands; email:

Department of Psychology, Ohio State University, Columbus, Ohio 43210.

出版信息

Annu Rev Psychol. 2016;67:641-66. doi: 10.1146/annurev-psych-122414-033645. Epub 2015 Sep 17.

Abstract

Sequential sampling models assume that people make speeded decisions by gradually accumulating noisy information until a threshold of evidence is reached. In cognitive science, one such model--the diffusion decision model--is now regularly used to decompose task performance into underlying processes such as the quality of information processing, response caution, and a priori bias. In the cognitive neurosciences, the diffusion decision model has recently been adopted as a quantitative tool to study the neural basis of decision making under time pressure. We present a selective overview of several recent applications and extensions of the diffusion decision model in the cognitive neurosciences.

摘要

序列抽样模型假定,人们通过逐步积累有噪声的信息来做出快速决策,直到达到证据阈值。在认知科学中,一种这样的模型——扩散决策模型——现在经常被用于将任务表现分解为诸如信息处理质量、反应谨慎程度和先验偏差等潜在过程。在认知神经科学中,扩散决策模型最近已被用作一种定量工具,来研究时间压力下决策的神经基础。我们对扩散决策模型在认知神经科学中的一些最新应用和扩展进行了选择性概述。

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