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Functions to implement model selection and multimodel inference based on Akaike's information criterion (AIC) and the second-order AIC (AICc), as well as their quasi-likelihood counterparts (QAIC, QAICc) from various model object classes. The package implements classic model averaging for a given parameter of interest or predicted values, as well as a shrinkage version of model averaging parameter estimates or effect sizes. The package includes diagnostics and goodness-of-fit statistics for certain model types including those of 'unmarkedFit' classes estimating demographic parameters after accounting for imperfect detection probabilities. Some functions also allow the creation of model selection tables for Bayesian models of the 'bugs', 'rjags', and 'jagsUI' classes. Functions also implement model selection using BIC. Objects following model selection and multimodel inference can be formatted to LaTeX using 'xtable' methods included in the package.
Version: | 2.3-3 |
Depends: | R (≥ 3.2.0) |
Imports: | methods, stats, graphics, lattice, MASS, Matrix, nlme, stats4, survival, unmarked, VGAM, xtable |
Suggests: | betareg, coxme, fitdistrplus, glmmTMB, lavaan, lme4, maxlike, nnet, ordinal, pscl, R2jags, R2OpenBUGS, R2WinBUGS, jagsUI, lmerTest |
Published: | 2023-11-16 |
DOI: | 10.32614/CRAN.package.AICcmodavg |
Author: | Marc J. Mazerolle |
Maintainer: | Marc J. Mazerolle <marc.mazerolle at sbf.ulaval.ca> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
NeedsCompilation: | no |
Citation: | AICcmodavg citation info |
Materials: | NEWS |
CRAN checks: | AICcmodavg results |
Reference manual: | AICcmodavg.pdf |
Vignettes: |
Using AICcmodavg with unmarked objects Overview of AICcmodavg |
Package source: | AICcmodavg_2.3-3.tar.gz |
Windows binaries: | r-devel: AICcmodavg_2.3-3.zip, r-release: AICcmodavg_2.3-3.zip, r-oldrel: AICcmodavg_2.3-3.zip |
macOS binaries: | r-release (arm64): AICcmodavg_2.3-3.tgz, r-oldrel (arm64): AICcmodavg_2.3-3.tgz, r-release (x86_64): AICcmodavg_2.3-3.tgz, r-oldrel (x86_64): AICcmodavg_2.3-3.tgz |
Old sources: | AICcmodavg archive |
Reverse imports: | AdIsMF, enmSdmX, longit, OpenStats, Petersen, sars, soiltestcorr, temperatureresponse |
Reverse suggests: | AMModels, bbmle, ggtrendline, rmcorr |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.