penalizedclr (version 2.0.0)

Integrative Penalized Conditional Logistic Regression

Description

Implements L1 and L2 penalized conditional logistic regression with penalty factors allowing for integration of multiple data sources. Implements stability selection for variable selection.

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Install

install.packages('penalizedclr')

Monthly Downloads

161

Version

2.0.0

License

MIT + file LICENSE

Maintainer

Vera Djordjilovi'c

Last Published

July 20th, 2023

Functions in penalizedclr (2.0.0)

penalized.clr

Penalized conditional logistic regression

stable.clr.g

Stability selection based on penalized conditional logistic regression

find.default.lambda

Default values for L1 penalty in conditional logistic regression

default.pf

Data adaptive candidate vector of penalty factors for L1 penalty in conditional logistic regression with covariates divided in blocks

subsample.clr

Stability selection for penalized conditional logistic regression

default.lambda

Default values for L1 penalty in conditional logistic regression

stable.clr

Stability selection based on penalized conditional logistic regression