CRAN/E | StabilizedRegression

StabilizedRegression

Stabilizing Regression and Variable Selection

Installation

About

Contains an implementation of 'StabilizedRegression', a regression framework for heterogeneous data introduced in Pfister et al. (2021) . The procedure uses averaging to estimate a regression of a set of predictors X on a response variable Y by enforcing stability with respect to a given environment variable. The resulting regression leads to a variable selection procedure which allows to distinguish between stable and unstable predictors. The package further implements a visualization technique which illustrates the trade-off between stability and predictiveness of individual predictors.

Bug report File report

Key Metrics

Version 1.1
R ≥ 3.5
Published 2022-06-30 518 days ago
Needs compilation? no
License GPL-3
CRAN checks StabilizedRegression results

Downloads

Last 24 hours 0 -100%
Last 7 days 18 -60%
Last 30 days 154 +26%
Last 90 days 384 +1%
Last 365 days 1.759 -38%

Maintainer

Maintainer

Niklas Pfister

np@math.ku.dk

Authors

Niklas Pfister

aut / cre

Evan Williams

ctb

Material

Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

StabilizedRegression archive

Depends

R ≥ 3.5

Imports

MASS
R6
glmnet
corpcor
ggplot2
ggrepel