Mixed-effects modeling with crossed random effects for subjects and items
Mixed-effects modeling with crossed random effects for subjects and items
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DOI：
10.1016/j.jml.2007.12.005
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发表时间：
2008-11-01
影响因子：
4.3
通讯作者：
Bates, D. M.
中科院分区：
文献类型：
--
作者：
Baayen, R. H.;Davidson, D. J.;Bates, D. M.
本文介绍了以被试和项目为交叉随机效应的重复测量数据分析的混合效应模型。提供了一个如何使用最新软件进行混合效应建模的示例。模拟研究说明了混合效应分析相比传统分析的基础上准F检验，由科目分析，合并科目和项目分析，随机回归的优势。在一系列的调查领域的应用和可能性进行了讨论。(C)2007年爱思唯尔公司All rights reserved.
This paper provides an introduction to mixed-effects models for the analysis of repeated measurement data with subjects and items as crossed random effects. A worked-out example of how to use recent software for mixed-effects modeling is provided. Simulation studies illustrate the advantages offered by mixed-effects analyses compared to traditional analyses based on quasi-F tests, by-subjects analyses, combined by-subjects and by-items analyses, and random regression. Applications and possibilities across a range of domains of inquiry are discussed. (C) 2007 Elsevier Inc. All rights reserved.