Package: pcaMethods Maintainer: Henning Redestig License: GPL (>= 3) Title: A collection of PCA methods LinkingTo: Rcpp LazyLoad: Yes Author: Wolfram Stacklies, Henning Redestig, Kevin Wright Authors@R: c(person(given="Wolfram", family="Stacklies", role=c("aut")), person(given="Henning", family="Redestig", email="henning.red@gmail.com", comment=c(ORCID="0000-0003-2130-9288"), role=c("aut","cre")), person(given="Kevin", family="Wright", comment=c(ORCID="0000-0002-0617-8673"), role="aut")) SystemRequirements: Rcpp Description: Provides Bayesian PCA, Probabilistic PCA, Nipals PCA, Inverse Non-Linear PCA and the conventional SVD PCA. A cluster based method for missing value estimation is included for comparison. BPCA, PPCA and NipalsPCA may be used to perform PCA on incomplete data as well as for accurate missing value estimation. A set of methods for printing and plotting the results is also provided. All PCA methods make use of the same data structure (pcaRes) to provide a common interface to the PCA results. Initiated at the Max-Planck Institute for Molecular Plant Physiology, Golm, Germany. Version: 2.5.0 URL: https://github.com/hredestig/pcamethods BugReports: https://github.com/hredestig/pcamethods/issues Encoding: UTF-8 Depends: Biobase, methods Imports: BiocGenerics, Rcpp (>= 0.11.3), MASS Suggests: matrixStats, lattice, ggplot2 Collate: 'derrorHierarchic.R' 'errorHierarchic.R' 'AllClasses.R' 'AllGenerics.R' 'BPCA_dostep.R' 'BPCA_initmodel.R' 'bpca.R' 'checkData.R' 'forkNlpcaNet.R' 'kEstimate.R' 'kEstimateFast.R' 'lineSearch.R' 'llsImpute.R' 'methods-ExpressionSet.R' 'methods-nniRes.R' 'methods-pcaRes.R' 'nipalsPca.R' 'nlpca.R' 'optiAlgCgd.R' 'orth.R' 'pca.R' 'pcaMethods-package.R' 'ppca.R' 'prep.R' 'repmat.R' 'robustPca.R' 'sortFeatures.R' 'svdImpute.R' 'vector2matrices.R' 'xval.R' Packaged: 2026-06-23 15:05:10 UTC; root biocViews: Bayesian RoxygenNote: 6.1.1 Repository: https://bioc.r-universe.dev Date/Publication: 2026-04-28 12:31:56 UTC RemoteUrl: https://github.com/bioc/pcaMethods RemoteRef: HEAD RemoteSha: d0bc2c12d7c8e16c3ff7c7a17bff00d08651b1ee NeedsCompilation: yes