Package: sharp
Type: Package
Title: Stability-enHanced Approaches using Resampling Procedures
Version: 1.2.0
Date: 2022-08-12
Author: Barbara Bodinier [aut, cre]
Maintainer: Barbara Bodinier <b.bodinier@imperial.ac.uk>
URL: https://github.com/barbarabodinier/sharp
BugReports: https://github.com/barbarabodinier/sharp/issues
Description: Implementation of stability selection for graphical modelling and variable selection in regression and dimensionality reduction. These models use on resampling approaches to estimate selection probabilities (N Meinshausen, P Bühlmann (2010) <doi:10.1111/j.1467-9868.2010.00740.x>). Calibration of the hyper-parameters is done via maximisation of a stability score measuring the likelihood of informative (non-uniform) selection (B Bodinier, S Filippi, TH Nost, J Chiquet, M Chadeau-Hyam (2021) <arXiv:2106.02521>).
License: GPL (>= 3)
Language: en-GB
Encoding: UTF-8
RoxygenNote: 7.2.0
Depends: fake
Imports: glassoFast (>= 1.0.0), glmnet, grDevices, huge, igraph, MASS,
        mclust, parallel, Rdpack, withr (>= 2.4.0)
Suggests: cluster, corpcor, dbscan, elasticnet, gglasso, mixOmics,
        nnet, plotrix, RCy3, rmarkdown, sgPLS, survival (>= 3.2.13),
        testthat (>= 3.0.0), visNetwork
Config/testthat/edition: 3
RdMacros: Rdpack
NeedsCompilation: no
Packaged: 2022-08-12 18:22:05 UTC; barbara
Repository: CRAN
Date/Publication: 2022-08-15 07:40:02 UTC
