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Performs joint selection in Generalized Linear Mixed Models (GLMMs) using penalized likelihood methods. Specifically, the Penalized Quasi-Likelihood (PQL) is used as a loss function, and penalties are then augmented to perform simultaneous fixed and random effects selection. Regularized PQL avoids the need for integration (or approximations such as the Laplace's method) during the estimation process, and so the full solution path for model selection can be constructed relatively quickly.
| Version: | 0.8.1 |
| Imports: | gamlss.dist, lme4, Matrix, MASS, mvtnorm, Rcpp |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | nlme |
| Published: | 2023-08-19 |
| DOI: | 10.32614/CRAN.package.rpql |
| Author: | Francis K.C. Hui, with contributions from Samuel Mueller and A.H. Welsh |
| Maintainer: | Francis Hui <fhui28 at gmail.com> |
| License: | GPL-2 |
| NeedsCompilation: | yes |
| Citation: | rpql citation info |
| Materials: | NEWS |
| CRAN checks: | rpql results |
| Reference manual: | rpql.pdf |
| Package source: | rpql_0.8.1.tar.gz |
| Windows binaries: | r-devel: rpql_0.8.1.zip, r-release: rpql_0.8.1.zip, r-oldrel: rpql_0.8.1.zip |
| macOS binaries: | r-release (arm64): rpql_0.8.1.tgz, r-oldrel (arm64): rpql_0.8.1.tgz, r-release (x86_64): rpql_0.8.1.tgz, r-oldrel (x86_64): rpql_0.8.1.tgz |
| Old sources: | rpql archive |
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