Package: XAItest Title: XAItest: Enhancing Feature Discovery with eXplainable AI Version: 1.5.0 Authors@R: c( person("Ghislain", "FIEVET", , "ghislain.fievet@gmail.com", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-0337-7327")), person("Sébastien", "HERGALANT", role = "aut", email="sebastien.hergalant@inserm.fr", comment=c(ORCID = "0000-0001-8456-7992"))) Description: XAItest is an R Package that identifies features using eXplainable AI (XAI) methods such as SHAP or LIME. This package allows users to compare these methods with traditional statistical tests like t-tests, empirical Bayes, and Fisher's test. Additionally, it includes simThresh, a system that enables the comparison of feature importance with p-values by incorporating calibrated simulated data. License: MIT + file LICENSE Encoding: UTF-8 Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.3 biocViews: Software, StatisticalMethod, FeatureExtraction, Classification, Regression Suggests: knitr, ggforce, shapr (>= 1.0.1), airway, xgboost, BiocGenerics, RUnit, S4Vectors Imports: limma, randomForest, kernelshap, caret, lime, DT, methods, SummarizedExperiment, ggplot2 VignetteBuilder: knitr URL: https://github.com/GhislainFievet/XAItest BugReports: https://github.com/GhislainFievet/XAItest/issues Config/pak/sysreqs: cmake make libicu-dev libuv1-dev zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-04-28 13:04:39 UTC RemoteUrl: https://github.com/bioc/XAItest RemoteRef: HEAD RemoteSha: 849972d05d49c678fdfbd58154a52a61933ce76a NeedsCompilation: no Packaged: 2026-07-02 09:57:32 UTC; root Author: Ghislain FIEVET [aut, cre] (ORCID: ), Sébastien HERGALANT [aut] (ORCID: ) Maintainer: Ghislain FIEVET Depends: R (>= 3.5.0)