articleJournal of Statistical SoftwareJan 1, 2017DIAMOND OA

lmerTest Package: Tests in Linear Mixed Effects Models

Technical University of Denmark

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Abstract

One of the frequent questions by users of the mixed model function lmer of the lme4 package has been: How can I get p values for the F and t tests for objects returned by lmer? The lmerTest package extends the 'lmerMod' class of the lme4 package, by overloading the anova and summary functions by providing p values for tests for fixed effects. We have implemented the Satterthwaite's method for approximating degrees of freedom for the t and F tests. We have also implemented the construction of Type I - III ANOVA tables. Furthermore, one may also obtain the summary as well as the anova table using the Kenward-Roger approximation for denominator degrees of freedom (based on the KRmodcomp function from the pbkrtest…

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Authors

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Topics & keywords

Keywords
  • R package
  • Mixed model
  • Degrees of freedom (physics and chemistry)
  • Statistics
  • Mathematics
  • Random effects model
  • Analysis of variance
  • Generalized linear mixed model
UN Sustainable Development Goals
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