plot.SRanalysis

x_axis

vector of variables names given in same ordering
as columns of X. If NA the variable names saved in the
SRanalysis object are used.

varnames

boolean specifying whether to print names for all
variables with selection probability greater than 0.5. Only
works if varnames has been specified.

labels

arguments to be passed to or from other methods.

Plot functions for 'SRanalysis' objects. Allows to visualize the
stability and predictiveness trade-off of individual predictors.

Contains an implementation of 'StabilizedRegression', a regression framework for heterogeneous data introduced in Pfister et al. (2019) <arXiv:1911.01850>. 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.

plot.SRanalysis: plot function

Description

Usage

Arguments