% Generated by roxygen2: do not edit by hand % Please edit documentation in R/plsda_feature_significance_chart.R \name{plsda_feature_importance_plot} \alias{plsda_feature_importance_plot} \title{PLSDA feature importance summary plot} \usage{ plsda_feature_importance_plot(n_features = 30, metric = "vip", ...) } \arguments{ \item{n_features}{(numeric, integer) The number of features to include in the summary. The default is \code{30}.\cr} \item{metric}{(character) Metric to plot. Allowed values are limited to the following: \itemize{ \item{\code{"sr"}: Plot Selectivity Ratio.}\item{\code{"sr_pvalue"}: Plot SR p-values.}\item{\code{"vip"}: Plot Variable Importance in Projection scores.}} The default is \code{"vip"}.} \item{...}{Additional slots and values passed to \code{struct_class}.} } \value{ A \code{ plsda_feature_importance_plot } object. This object has no \code{output} slots. See \code{\link[struct]{chart_plot}} in the \code{struct} package to plot this chart object. } \description{ A plot of the selected feature significance metric for a PLSDA model for the top selected features. } \details{ This object makes use of functionality from the following packages:\itemize{ \item{\code{pls}} \item{\code{ggplot2}} \item{\code{reshape2}} \item{\code{cowplot}}} } \section{Inheritance}{ A \code{plsda_feature_importance_plot} object inherits the following \code{struct} classes: \cr\cr \verb{[plsda_feature_importance_plot]} >> \verb{[chart]} >> \verb{[struct_class]} } \examples{ M = plsda_feature_importance_plot( n_features = 50, metric = "vip") D = iris_DatasetExperiment() M = mean_centre()+PLSDA(factor_name='Species') M = model_apply(M,D) C = plsda_feature_importance_plot(n_features=30,metric='vip') chart_plot(C,M[2]) } \references{ Liland K, Mevik B, Wehrens R (2023). \emph{pls: Partial Least Squares and Principal Component Regression}. R package version 2.8-3, \url{https://CRAN.R-project.org/package=pls}. Wickham H (2016). \emph{ggplot2: Elegant Graphics for Data Analysis}. Springer-Verlag New York. ISBN 978-3-319-24277-4, \url{https://ggplot2.tidyverse.org}. Wickham H (2007). "Reshaping Data with the reshape Package." \emph{Journal of Statistical Software}, \emph{21}(12), 1-20. \url{http://www.jstatsoft.org/v21/i12/}. Wilke C (2024). \emph{cowplot: Streamlined Plot Theme and Plot Annotations for 'ggplot2'}. R package version 1.1.3, \url{https://CRAN.R-project.org/package=cowplot}. }