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lmSubsets (version 0.5-2)

Exact Variable-Subset Selection in Linear Regression

Description

Exact and approximation algorithms for variable-subset selection in ordinary linear regression models. Either compute all submodels with the lowest residual sum of squares, or determine the single-best submodel according to a pre-determined statistical criterion. Hofmann et al. (2020) .

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Install

install.packages('lmSubsets')

Monthly Downloads

264

Version

0.5-2

License

GPL (>= 3)

Issues

0

Pull Requests

0

Stars

4

Forks

4

Maintainer

Marc Hofmann

Last Published

February 7th, 2021

Functions in lmSubsets (0.5-2)

formula.lmSubsets

Extract a formula from a subset regression
deviance.lmSubsets

Extract the deviance from a subset regression
AIC.lmSubsets

Extract AIC values from a subset regression
lmSelect

Best-subset regression
fitted.lmSubsets

Extract the fitted values from a subset regression
coef.lmSubsets

Extract the ceofficients from a subset regression
BIC.lmSubsets

Extract BIC values from a subset regression
AirPollution

Air pollution and mortality
image.lmSubsets

Heatmap of a subset regression
IbkTemperature

Temperature observations and numerical weather predictions for Innsbruck
model.frame.lmSubsets

Extract the model frame from a subset regression
lmSubsets.matrix

All-subsets regression
variable.names.lmSubsets

Extract variable names from a subset regression
lmSubsets

All-subsets regression
refit

Refitting models
logLik.lmSubsets

Extract the log-likelihood from a subset regression
vcov.lmSubsets

Extract the variance-covariance matrix from a subset regression
plot.lmSubsets

Plot a subset regression
lmSelect.lmSubsets

Best-subset regression
lmSubsets_fit

All-subsets regression
refit.lmSubsets

Refit a subset regression
lmSelect_fit

Best-subset regression
lmSelect.matrix

Best-subset regression
residuals.lmSubsets

Extract the residuals from all-subsets regression
model.matrix.lmSubsets

Extract a model matrix from a subset regression
sigma.lmSubsets

Extract the residual standard deviation from a subset regression
lmSubsets-package

Package lmSubsets
summary.lmSubsets

Summarize a subset regression
model_response.lmSubsets

Extract the model response from a subset regression
model_response

Model response