Mixed-effects modeling with crossed random effects for subjects and items

被引:5684
|
作者
Baayen, R. H. [1 ]
Davidson, D. J. [2 ]
Bates, D. M. [3 ]
机构
[1] Univ Alberta, Dept Linguist, Edmonton, AB T6G 2E5, Canada
[2] Max Planck Inst Psycholinguist, NL-6500 AH Nijmegen, Netherlands
[3] Univ Wisconsin, Dept Stat, Madison, WI 53706 USA
关键词
Mixed-effects models; Crossed random effects; Quasi-F; By-item; By-subject;
D O I
10.1016/j.jml.2007.12.005
中图分类号
H0 [语言学];
学科分类号
030303 ; 0501 ; 050102 ;
摘要
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.
引用
收藏
页码:390 / 412
页数:23
相关论文
共 50 条
  • [1] Model Selection and Model Averaging for Mixed-Effects Models with Crossed Random Effects for Subjects and Items
    Martinez-Huertas, Jose A.
    Olmos, Ricardo
    Ferrer, Emilio
    MULTIVARIATE BEHAVIORAL RESEARCH, 2022, 57 (04) : 603 - 619
  • [2] Examples of mixed-effects modeling with crossed random effects and with binomial data
    Quene, Hugo
    van den Bergh, Huub
    JOURNAL OF MEMORY AND LANGUAGE, 2008, 59 (04) : 413 - 425
  • [3] lmeEEG: Mass linear mixed-effects modeling of EEG data with crossed random effects
    Visalli, Antonino
    Montefinese, Maria
    Viviani, Giada
    Finos, Livio
    Vallesi, Antonino
    Ambrosini, Ettore
    JOURNAL OF NEUROSCIENCE METHODS, 2024, 401
  • [4] Mixed-Effects Models with Crossed Random Effects for Multivariate Longitudinal Data
    Angel Martinez-Huertas, Jose
    Ferrer, Emilio
    STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL, 2023, 30 (01) : 105 - 122
  • [5] Recovering Crossed Random Effects in Mixed-Effects Models Using Model Averaging
    Angel Martinez-Huertas, Jose
    Olmos, Ricardo
    METHODOLOGY-EUROPEAN JOURNAL OF RESEARCH METHODS FOR THE BEHAVIORAL AND SOCIAL SCIENCES, 2022, 18 (04) : 298 - 323
  • [6] Flexible approaches for estimating partial eta squared in mixed-effects models with crossed random factors
    Correll, Joshua
    Mellinger, Chris
    Pedersen, Eric J.
    BEHAVIOR RESEARCH METHODS, 2022, 54 (04) : 1626 - 1642
  • [7] Flexible approaches for estimating partial eta squared in mixed-effects models with crossed random factors
    Joshua Correll
    Chris Mellinger
    Eric J. Pedersen
    Behavior Research Methods, 2022, 54 : 1626 - 1642
  • [8] Mixed-Effects Modeling and Nonreductive Explanation
    Fang, Wei
    PHILOSOPHY OF SCIENCE, 2019, 86 (05) : 882 - 894
  • [9] Mixed-effects random forest for clustered data
    Hajjem, Ahlem
    Bellavance, Francois
    Larocque, Denis
    JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2014, 84 (06) : 1313 - 1328
  • [10] Mixed-effects models with random cluster sizes
    Jiang, JM
    STATISTICS & PROBABILITY LETTERS, 2001, 53 (02) : 201 - 206