响应时间和准确性的Ratcliff扩散模型的方法和经验发展

E. Wagenmakers
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引用次数: 213

摘要

简单两选择决策的Ratcliff扩散模型(例如Ratcliff, 1978;Ratcliff & McKoon, 2008)有两个突出的优势。首先,该模型通常能很好地拟合观察到的数据(即响应精度和RT分布的形状,无论是正确的还是错误的响应)。其次,该模型的参数可以映射到潜在的心理过程,如信息积累速度、反应谨慎性和先验偏差。近年来,Ratcliff扩散模型的优势越来越明显。目前研究方法的进步使所有的研究人员都能很容易地将扩散模型与数据拟合。最近在老龄化、词汇决策、智商、实践、内隐联想检验和辅助刺激效应等方面的应用,都突出了扩散模型在简单决策方面的附加价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Methodological and empirical developments for the Ratcliff diffusion model of response times and accuracy
The Ratcliff diffusion model for simple two-choice decisions (e.g., Ratcliff, 1978; Ratcliff & McKoon, 2008) has two outstanding advantages. First, the model generally provides an excellent fit to the observed data (i.e., response accuracy and the shape of RT distributions, both for correct and error responses). Second, the parameters of the model can be mapped on to latent psychological processes such as the speed of information accumulation, response caution, and a priori bias. In recent years, the advantages of the Ratcliff diffusion model have become increasingly clear. Current advances in methodology allow all researchers to fit the diffusion model to data easily. Recent applications to ageing, lexical decision, IQ, practice, the implicit association test, and the accessory stimulus effect serve to highlight the added value of a diffusion model perspective on simple decision making.
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