Fitting Linear Mixed-Effects Models Using lme 4

@inproceedings{Mchler2014FittingLM,
  title={Fitting Linear Mixed-Effects Models Using lme 4},
  author={Martin M{\"a}chler and Benjamin M Bolker and Steve Walker},
  year={2014}
}
Maximum likelihood or restricted maximum likelihood (REML) estimates of the parameters in linear mixed-effects models can be determined using the lmer function in the lme4 package for R. As for most model-fitting functions in R, the model is described in an lmer call by a formula, in this case including both fixedand random-effects terms. The formula and data together determine a numerical representation of the model from which the profiled deviance or the profiled REML criterion can be… CONTINUE READING
Highly Influential
This paper has highly influenced 350 other papers. REVIEW HIGHLY INFLUENTIAL CITATIONS
3,037 Citations
40 References
Similar Papers

Citations

Publications citing this paper.
Showing 1-10 of 3,037 extracted citations

References

Publications referenced by this paper.
Showing 1-10 of 40 references

Matrix: Sparse and Dense Matrix Classes and Methods. R package version 1.2-2, URL http://CRAN.R-project.org/package=Matrix

  • D Bates, M Maechler
  • 2015
1 Excerpt

MixedModels: A Julia Package for Fitting (Statistical) Mixed-Effects Models. Julia package version 0.3-22, URL https://github.com/dmbates/MixedModels.jl

  • D Bates
  • 2015
1 Excerpt

SuiteSparse: A Suite of Sparse Matrix Software

  • TA 11371.9780898718881. Davis
  • 2015

blme: Bayesian Linear Mixed-Effects Models. R package version 1.0-4

  • V v020.i02. Dorie
  • 2015
1 Excerpt

boot: Bootstrap R (S-PLUS) Functions. R package version 1.3-17, URL http://CRAN.R-project.org/package=boot

  • A Canty, B Ripley
  • 2015
1 Excerpt

HLMdiag: A Suite of Diagnostics for Hierarchical Linear Models

  • A Loy, H Hofmann
  • 2014

gamm4: Generalized Additive Mixed Models Using mgcv and lme4. R package version 0.2-3, URL http://CRAN.R-project.org/package=gamm4

  • S Wood, F Scheipl
  • 2014
1 Excerpt

lme4: Linear Mixed-Effects Models Using Eigen and S4. R package version 1.1-7, URL http://CRAN.R-project.org/package=lme4

  • D Bates, M Maechler, B Bolker, S Walker
  • 2014

minqa: Derivative-Free Optimization Algorithms by Quadratic Approximation. R package version 1.2.4

  • D Bates, KM Mullen, JC Nash, R Varadhan
  • URL http://CRAN. R-project.org/package=minqa
  • 2014

Similar Papers

Loading similar papers…