lmerTest package: tests in linear mixed effects models
A Kuznetsova, PB Brockhoff… - Journal of statistical …, 2017 - jstatsoft.org
Journal of statistical software, 2017•jstatsoft.org
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 …
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 …
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 package). Some other convenient mixed model analysis tools such as a step method, that performs backward elimination of nonsignificant effects-both random and fixed, calculation of population means and multiple comparison tests together with plot facilities are provided by the package as well.
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