Explaining multiscale choice dynamics.

IF 5.8 1区 心理学 Q1 PSYCHOLOGY
Steven Miletić, Niek Stevenson, Ami Eidels, Dora Matzke, Birte U Forstmann, Andrew Heathcote
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引用次数: 0

Abstract

Sequences of choice response times exhibit ubiquitous and strong multiscale dynamics (i.e., sequential dependencies across a broad range of temporal scales). Despite their pervasive nature, multiscale dynamics are poorly understood. We show that dynamics in the seconds to minutes range can be explained by the superposition of several distinct learning and control mechanisms. Each mechanism learns a representation of the structure of the choice environment and/or an aspect of the decision-maker's ability. These representations are updated after each choice and used to control the next decision by modulating the parameters of an evidence accumulation process with subsecond range dynamics that determine individual choices. We link these mechanisms to three major foci in the experimental study of sequential dependencies: stimulus history, error-related, and hard-easy effects. This account provides a detailed explanation of both multiscale dynamics of choice sequences, and the three effects, at the group and individual levels. (PsycInfo Database Record (c) 2025 APA, all rights reserved).

解释多尺度选择动力学。
选择响应时间序列表现出无处不在的强多尺度动态(即,在广泛的时间尺度范围内的顺序依赖性)。尽管多尺度动力学普遍存在,但人们对其了解甚少。我们表明,在秒到分钟范围内的动态可以通过几种不同的学习和控制机制的叠加来解释。每种机制都学习了选择环境结构的一种表示和/或决策者能力的一个方面。这些表征在每次选择后都会更新,并通过调节证据积累过程的参数来控制下一个决策,这些参数具有决定个体选择的亚秒范围动态。我们将这些机制与顺序依赖性实验研究中的三个主要焦点联系起来:刺激历史、错误相关和难易效应。这个帐户提供了一个详细的解释选择序列的多尺度动力学,以及三个效应,在群体和个人的水平。(PsycInfo Database Record (c) 2025 APA,版权所有)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Psychological review
Psychological review 医学-心理学
CiteScore
9.70
自引率
5.60%
发文量
97
期刊介绍: Psychological Review publishes articles that make important theoretical contributions to any area of scientific psychology, including systematic evaluation of alternative theories.
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