Package: rsvddpd 1.0.1

rsvddpd: Robust Singular Value Decomposition using Density Power Divergence

Computing singular value decomposition with robustness is a challenging task. This package provides an implementation of computing robust SVD using density power divergence (<doi:10.48550/arXiv.2109.10680>). It combines the idea of robustness and efficiency in estimation based on a tuning parameter. It also provides utility functions to simulate various scenarios to compare performances of different algorithms.

Authors:Subhrajyoty Roy [aut, cre]

rsvddpd_1.0.1.tar.gz
rsvddpd_1.0.1.zip(r-4.7)rsvddpd_1.0.1.zip(r-4.6)rsvddpd_1.0.1.zip(r-4.5)
rsvddpd_1.0.1.tgz(r-4.6-x86_64)rsvddpd_1.0.1.tgz(r-4.6-arm64)rsvddpd_1.0.1.tgz(r-4.5-x86_64)rsvddpd_1.0.1.tgz(r-4.5-arm64)
rsvddpd_1.0.1.tar.gz(r-4.7-arm64)rsvddpd_1.0.1.tar.gz(r-4.7-x86_64)rsvddpd_1.0.1.tar.gz(r-4.6-arm64)rsvddpd_1.0.1.tar.gz(r-4.6-x86_64)
rsvddpd_1.0.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html
card.svg |card.png
rsvddpd/json (API)
NEWS

# Install 'rsvddpd' in R:
install.packages('rsvddpd', repos = c('https://subroy13.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/subroy13/rsvddpd/issues

Uses libs:
  • openblas– Optimized BLAS
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

On CRAN:

Conda:

research-projectrobust-pcavideo-background-filteropenblascppopenmp

4.30 score 4 stars 5 scripts 231 downloads 5 exports 4 dependencies

Last updated from:af10141ec9. Checks:13 OK. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64OK129
linux-devel-x86_64OK126
source / vignettesOK171
linux-release-arm64OK141
linux-release-x86_64OK119
macos-release-arm64OK188
macos-release-x86_64OK279
macos-oldrel-arm64OK175
macos-oldrel-x86_64OK306
windows-develOK148
windows-releaseOK118
windows-oldrelOK113
wasm-releaseOK113

Exports:AddOutliercv.alpharank.rSVDdpdrSVDdpdsimSVD

Dependencies:MASSmatrixStatsRcppRcppArmadillo

Introduction to rSVDdpd

Rendered fromrSVDdpd-intro.Rmdusingknitr::rmarkdownon May 18 2026.

Last update: 2025-09-20
Started: 2020-10-12