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Methodological and empirical developments for the Ratcliff diffusion model of response times and accuracy

机译:Ratcliff扩散模型的响应时间和准确度的方法学和经验发展

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摘要

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.
机译:简单的二选决策的Ratcliff扩散模型(例如Ratcliff,1978; Ratcliff&McKoon,2008)具有两个突出的优势。首先,该模型通常可以很好地拟合观察到的数据(即正确和错误响应的响应精度和RT分布形状)。其次,可以将模型的参数映射到潜在的心理过程,例如信息积累的速度,反应谨慎和先验偏差。近年来,Ratcliff扩散模型的优势变得越来越明显。方法学的最新进展使所有研究人员都能轻松地将扩散模型拟合到数据中。老化,词汇决策,智商,实践,内隐联想测验和辅助刺激效应的最新应用有助于突出扩散模型观点对简单决策的附加价值。

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