--- a +++ b/OmicsFold/man/diablo.selection.stability.Rd @@ -0,0 +1,36 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/feature_loadings.R +\name{diablo.selection.stability} +\alias{diablo.selection.stability} +\title{Extract DIABLO feature selection stability} +\usage{ +diablo.selection.stability(diablo.perf, comp, block) +} +\arguments{ +\item{diablo.perf}{Performance evaluation of the DIABLO model generated by +mixOmics perf.} + +\item{comp}{Component number for which to retrieve feature selection +stabilities.} + +\item{block}{Block number for which to retrieve feature selection +stabilities.} +} +\value{ +A data frame containing the the features selected for the specificed +component and their relative stability, as a proportion of trained models +0-1. +} +\description{ +Extract feature selection stabilities for a given component from a +performance validated mixOmics multi-omics DIABLO model. Feature stabilities +are an important indicator of the confidence that a selected feature is +predictive for the outcome classes in the model, and hence (in combination +with the loading weight) is likely to be of biological significance. Features +are retrieved for a single specified block and component. +} +\examples{ +\dontrun{ +diablo.selection.stability(perf.diablo.analysis, comp=1, block=1) +} +}