Package: robustcov 0.1
robustcov: Collection of Robust Covariance and (Sparse) Precision Matrix Estimators
Collection of methods for robust covariance and (sparse) precision matrix estimation based on Loh and Tan (2018) <doi:10.1214/18-EJS1427>.
Authors:
robustcov_0.1.tar.gz
robustcov_0.1.tar.gz(r-4.5-noble)robustcov_0.1.tar.gz(r-4.4-noble)
robustcov_0.1.tgz(r-4.4-emscripten)robustcov_0.1.tgz(r-4.3-emscripten)
robustcov.pdf |robustcov.html✨
robustcov/json (API)
# Install 'robustcov' in R: |
install.packages('robustcov', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 3 years agofrom:35d25b8a3d. Checks:OK: 1 NOTE: 1. Indexed: no.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 22 2024 |
R-4.5-linux-x86_64 | NOTE | Nov 22 2024 |
Exports:conta_normalcorKendallcorQuadrantcorSpearmancovGKcovNPDcovOGKcovSpearmanUcvglassonearPPSDnegLLrobOmegaraltertrmvnormrmvtrobglasso
Dependencies:caretclasscliclockcodetoolscolorspacecpp11data.tablediagramdigestdplyre1071fansifarverforeachfuturefuture.applygenericsggplot2glassoglobalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlubridatemagrittrMASSMatrixmgcvModelMetricsmunsellnlmennetnumDerivparallellypillarpkgconfigplyrpROCprodlimprogressrproxypurrrR6RColorBrewerRcppRcppArmadillorecipesreshape2rlangrpartscalesshapeSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Sample contaminated normal | conta_normal |
Kendall's tau | corKendall |
Quadrant correlation coefficients | corQuadrant |
Spearman correlation | corSpearman |
Gnanadesikan-Kettenring estimator for *covariance* | covGK |
NPD estimator for *covariance* based on Qn | covNPD |
Orthogonalized Gnanadesikan-Kettenring (OGK) estimator for *covariance* | covOGK |
SpearmanU estimator for *covariance* | covSpearmanU |
Cross validation to chose tuning parameter of glasso | cvglasso |
nearest positive semi-definite projection of a matrix | nearPPSD |
-log Likelihood on test set | negLLrobOmega |
Alternative multivariate t distribution | raltert |
Multivariate normal distribution with 0 mean | rmvnorm |
Multivariate t distribution | rmvt |
glasso with robust covariance estimations | robglasso |