Literature DB >> 32655332

CLME: An R Package for Linear Mixed Effects Models under Inequality Constraints.

Casey M Jelsema1, Shyamal D Peddada1.   

Abstract

In many applications researchers are typically interested in testing for inequality constraints in the context of linear fixed effects and mixed effects models. Although there exists a large body of literature for performing statistical inference under inequality constraints, user friendly statistical software for implementing such methods is lacking, especially in the context of linear fixed and mixed effects models. In this article we introduce CLME, a package in the R language that can be used for testing a broad collection of inequality constraints. It uses residual bootstrap based methodology which is reasonably robust to non-normality as well as heteroscedasticity. The package is illustrated using two data sets. The package also contains a graphical interface built using the shiny package.

Entities:  

Keywords:  R; distribution free; linear fixed effects models; linear inequality constraints; linear mixed effects models; order restricted inference; residual bootstrap

Year:  2016        PMID: 32655332      PMCID: PMC7351245          DOI: 10.18637/jss.v075.i01

Source DB:  PubMed          Journal:  J Stat Softw        ISSN: 1548-7660            Impact factor:   6.440


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