Package: sclValid Title: Ensemble Validation and Ranking of Clustering Methods Version: 0.1.1 Authors@R: c( person( given = "Owen", family = "Visser", role = c("aut", "cre"), email = "owviss@gmail.com" ), person( given = "Somnath", family = "Datta", role = c("aut", "ctb") ), person( given = "Justina", family = "Žurauskienė", role = "ctb", comment = "pcaReduce compatibility code adapted from the pcaReduce package" ), person( given = "Christopher", family = "Yau", role = "ctb", comment = "pcaReduce compatibility code adapted from the pcaReduce package" ) ) Description: Provides methods for evaluating and comparing clustering results, with an emphasis on sample-level clustering where observations are treated as the units being clustered and perturbation is performed by removing samples. The package implements internal, stability, and external validation measures and supports the comparison and ranking of clustering procedures across tuning parameter choices. It is conceptually related to the 'clValid' package, which assesses clustering stability by perturbing features; in contrast, this package focuses on perturbing the samples being clustered, making the validation framework suitable for applications such as single-cell clustering where samples or cells are the primary units of interest. Methods are based in part on Visser and Datta (2025) . License: GPL (>= 3) Encoding: UTF-8 Roxygen: list(markdown = TRUE) Config/roxygen2/version: 8.1.0 Depends: R (>= 3.5) LazyData: true Imports: cccd, cli, clue, igraph, mclust, mnormt, pcaMethods, RaceID, RankAggreg, Rcpp, Rtsne, S4Vectors, SingleCellExperiment, SummarizedExperiment LinkingTo: Rcpp, RcppArmadillo Config/pak/sysreqs: libglpk-dev libpng-dev libxml2-dev libssl-dev python3 zlib1g-dev Repository: https://owenvisser.r-universe.dev Date/Publication: 2026-09-16 17:52:56 UTC RemoteUrl: https://github.com/owenvisser/sclvalid RemoteRef: HEAD RemoteSha: f3478141981c25cc28e8ce3e0e67c13485ee57d3 NeedsCompilation: yes Packaged: 2026-09-16 20:20:40 UTC; root Author: Owen Visser [aut, cre], Somnath Datta [aut, ctb], Justina Žurauskienė [ctb] (pcaReduce compatibility code adapted from the pcaReduce package), Christopher Yau [ctb] (pcaReduce compatibility code adapted from the pcaReduce package) Maintainer: Owen Visser