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

Baayen, R. H., Davidson, D. J., & Bates, D. M. (2008). Mixed-effects modeling with crossed random effects for subjects and items. Journal of Memory and Language, 59(4), 390-412. doi:10.1016/j.jml.2007.12.005.

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Baayen_2008_mixed.pdf (Publisher version), 671KB
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Baayen_2008_mixed.pdf
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 Creators:
Baayen, R. Harald1, 2, Author
Davidson, Douglas J.2, 3, Author           
Bates, D. M., Author
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1Pioneer, external, ou_55239              
2The Dynamics of Multilingual Processing, MPI for Psycholinguistics, Max Planck Society, ou_55218              
3Language Acquisition Group, MPI for Psycholinguistics, Max Planck Society, ou_55202              

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 Abstract: 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.

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 Dates: 2008
 Publication Status: Issued
 Pages: -
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 Rev. Type: Peer
 Identifiers: eDoc: 397355
DOI: 10.1016/j.jml.2007.12.005
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Title: Journal of Memory and Language
Source Genre: Journal
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Pages: - Volume / Issue: 59 (4) Sequence Number: - Start / End Page: 390 - 412 Identifier: -