This teaching note starts with a demonstration of a straightforward procedure using Mplus Version 6 to produce a bias-corrected (BC) bootstrap confidence interval for testing a specific mediation effect in a complex latent variable model. The procedure is extended to constructing a BC bootstrap confidence interval for the difference between two specific mediation effects. The extended procedure not only tells whether the strengths of any direct and mediation effects or any two specific mediation effects in a latent variable model are significantly different but also provides an estimate and a confidence interval for the difference. However, the Mplus procedures do not allow the estimation of a BC bootstrap confidence interval for the difference between two standardized mediation effects. This teaching note thus demonstrates the LISREL procedures for constructing BC confidence intervals for specific standardized mediation effects and for comparing two standardized mediation effects. Finally, procedures combining Mplus and PRELIS are demonstrated for constructing BC bootstrap confidence intervals for the difference between the between-part and within-part path coefficients in multilevel models and for examining models with interactions of latent variables.
机构:
UCL, Gatsby Computat Neurosci Unit, London, EnglandUCL, Gatsby Computat Neurosci Unit, London, England
Kanagawa, Heishiro
Jitkrittum, Wittawat
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Max Planck Inst Intelligent Syst, Empir Inference, Tubingen, Germany
Google Res, New York, NY USAUCL, Gatsby Computat Neurosci Unit, London, England
Jitkrittum, Wittawat
Mackey, Lester
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机构:UCL, Gatsby Computat Neurosci Unit, London, England
Mackey, Lester
Fukumizu, Kenji
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机构:
Microsoft Res New England, Cambridge, MA USAUCL, Gatsby Computat Neurosci Unit, London, England
Fukumizu, Kenji
Gretton, Arthur
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机构:
Inst Stat Math, Tachikawa, Tokyo, JapanUCL, Gatsby Computat Neurosci Unit, London, England
机构:
Univ Chicago, Dept Stat, 5747 South Ellis Ave, Chicago, IL 60637 USAUniv Chicago, Dept Stat, 5747 South Ellis Ave, Chicago, IL 60637 USA
Na, S.
Kolar, M.
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Univ Chicago, Booth Sch Business, 5807 South Woodlawn Ave, Chicago, IL 60637 USAUniv Chicago, Dept Stat, 5747 South Ellis Ave, Chicago, IL 60637 USA
Kolar, M.
Koyejo, O.
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Univ Illinois, Dept Comp Sci, 201 North Goodwin Ave, Urbana, IL 61801 USAUniv Chicago, Dept Stat, 5747 South Ellis Ave, Chicago, IL 60637 USA