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A permutation test for the race model inequality

机译:种族模型不等式的置换检验

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摘要

When participants are asked to respond in the same way to several stimulus identities, responses are often observed to be faster if two stimuli are presented simultaneously as opposed to when a single stimulus is presented (redundant signals effect; Miller, 1982). An important issue of such experiments is whether the observed redundancy gains can be explained by parallel processing of the two stimuli in a race-like fashion. To test the parallel processing model, Miller derived the well-known race model inequality which has become a routine test for behavioral data in experiments with redundant signals. Several statistical procedures have been used for testing the race model inequality. However, the commonly employed procedure does not control the Type I error. In this article a permutation test is described that keeps the Type I error at the desired level. Simulations show that the power of the test is reasonable even for small samples. The scripts discussed in this article may be downloaded as supplemental materials from http://brm.psychonomic-journals.org/content/supplemental.
机译:当要求参与者以相同的方式对几种刺激身份做出反应时,通常会观察到如果同时提供两种刺激,则响应速度会更快,而不是同时呈现一种刺激(冗余信号效应; Miller,1982)。这样的实验的一个重要问题是观察到的冗余增益是否可以通过以种族方式并行处理两个刺激来解释。为了测试并行处理模型,Miller推导了众所周知的种族模型不等式,该不等式已成为使用冗余信号进行的实验中行为数据的常规测试。几种统计程序已用于测试种族模型不平等。但是,常用的过程不能控制I型错误。本文介绍了一种置换测试,该测试将Type I错误保持在所需的水平。仿真表明,即使对于小样本,测试的功效也是合理的。本文中讨论的脚本可以作为补充材料从http://brm.psychonomic-journals.org/content/supplemental下载。

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