Package: glmulti 1.0.8

glmulti: Model Selection and Multimodel Inference Made Easy

Automated model selection and model-averaging. Provides a wrapper for glm and other functions, automatically generating all possible models (under constraints set by the user) with the specified response and explanatory variables, and finding the best models in terms of some Information Criterion (AIC, AICc or BIC). Can handle very large numbers of candidate models. Features a Genetic Algorithm to find the best models when an exhaustive screening of the candidates is not feasible.

Authors:Vincent Calcagno [aut, cre]

glmulti_1.0.8.tar.gz
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glmulti.pdf |glmulti.html
glmulti/json (API)

# Install 'glmulti' in R:
install.packages('glmulti', repos = c('https://vincexxc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Uses libs:
  • openjdk– OpenJDK Java runtime, using Hotspot JIT

On CRAN:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

4.23 score 1 packages 280 scripts 2.0k downloads 93 mentions 15 exports 2 dependencies

Last updated 4 years agofrom:5570e89a17. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 22 2024
R-4.5-winNOTEOct 22 2024
R-4.5-linuxNOTEOct 22 2024
R-4.4-winNOTEOct 22 2024
R-4.4-macNOTEOct 22 2024
R-4.3-winNOTEOct 22 2024
R-4.3-macNOTEOct 22 2024

Exports:aicaiccbiccoef.glmulticonsensusgetfitglmultiplot.glmultipredict.glmultiprint.glmultiqaicqaiccsummary.glmultiweightablewrite

Dependencies:leapsrJava

Readme and manuals

Help Manual

Help pageTopics
Computing an IC from a fitted model objectaic aicc bic qaic qaicc
Methods for Function aicaic,ANY-method aic-methods
Methods for Function aiccaicc,ANY-method aicc-methods
Methods for Function bicbic,ANY-method bic-methods
Model averaging and multimodel inference with glmulticoef.glmulti predict.glmulti
Takes a consensus of several glmulti objectsconsensus
Consensus method for glmulti objects.consensus,list-method consensus-methods
Accessing coefficients of a fitted model objectgetfit
Methods for Function getfitgetfit,ANY-method getfit,coxph-method getfit,coxph.null-method getfit-methods
Automated model selection and multimodel inference with (G)LMsglmulti
Class "glmulti"glmulti-class
Methods for Function glmulti: different ways to call glmultiglmulti,ANY,ANY,ANY,ANY-method glmulti,character,character,ANY,ANY-method glmulti,character,missing,ANY,missing-method glmulti,formula,missing,ANY,missing-method glmulti,glm,missing,ANY,missing-method glmulti,list,ANY,ANY,ANY-method glmulti,lm,missing,ANY,missing-method glmulti,missing,ANY,ANY,ANY-method glmulti-methods
Methods for Function qaicqaic,ANY-method qaic-methods
Methods for Function qaiccqaicc,ANY-method qaicc-methods
Handling glmulti objectsplot.glmulti print.glmulti summary.glmulti
Table of relative supportsweightable
Table of relative supportsweightable,glmulti-method weightable-methods
Writing glmulti objectswrite
Methods for Function writewrite,glmulti-method write-methods