测试内实践效果的贝叶斯随机权重线性Logistic检验模型

IF 1 4区 心理学 Q4 PSYCHOLOGY, MATHEMATICAL
José H. Lozano, Javier Revuelta
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引用次数: 0

摘要

本文介绍了一个随机权重线性逻辑检验模型,用于测量单个管理测试中特定操作实践效果的个体差异。所提出的模型是对Spada(1977)提出的学习线性逻辑检验模型的扩展,在Spada(1977)的模型中,实践效应被认为是随机效应,在考生之间是不同的。采用贝叶斯框架对模型进行估计和评价。结合贝叶斯过程进行了模拟研究,以检验模型的行为。结果表明,该估计和评价方法具有良好的性能。此外,通过实证研究验证了该模型对实际数据的适用性。该模型应用于逻辑能力测试的反应样本,提供了具体操作实践效果的个体差异的证据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Bayesian Random Weights Linear Logistic Test Model for Within-Test Practice Effects
The present paper introduces a random weights linear logistic test model for the measurement of individual differences in operation-specific practice effects within a single administration of a test. The proposed model is an extension of the linear logistic test model of learning developed by Spada (1977) in which the practice effects are considered random effects varying across examinees. A Bayesian framework was used for model estimation and evaluation. A simulation study was conducted to examine the behavior of the model in combination with the Bayesian procedures. The results demonstrated the good performance of the estimation and evaluation methods. Additionally, an empirical study was conducted to illustrate the applicability of the model to real data. The model was applied to a sample of responses from a logical ability test providing evidence of individual differences in operation-specific practice effects.
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来源期刊
CiteScore
2.30
自引率
8.30%
发文量
50
期刊介绍: Applied Psychological Measurement publishes empirical research on the application of techniques of psychological measurement to substantive problems in all areas of psychology and related disciplines.
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