Package: rrcovNA 0.5-3

rrcovNA: Scalable Robust Estimators with High Breakdown Point for Incomplete Data

Robust Location and Scatter Estimation and Robust Multivariate Analysis with High Breakdown Point for Incomplete Data (missing values) (Todorov et al. (2010) <doi:10.1007/s11634-010-0075-2>).

Authors:Valentin Todorov [aut, cre]

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

Peer review:

Bug tracker:https://github.com/valentint/rrcovna/issues

Datasets:
  • bush10 - Campbell Bushfire Data with added missing data items
  • ces - Consumer Expenditure Survey Data

On CRAN:

fortran

4.07 score 1 stars 59 scripts 337 downloads 10 exports 8 dependencies

Last updated 1 months agofrom:b749945dbc. Checks:1 OK, 8 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 20 2025
R-4.5-win-x86_64WARNINGJan 20 2025
R-4.5-linux-x86_64WARNINGJan 20 2025
R-4.4-win-x86_64WARNINGJan 20 2025
R-4.4-mac-x86_64WARNINGJan 20 2025
R-4.4-mac-aarch64WARNINGJan 20 2025
R-4.3-win-x86_64WARNINGJan 20 2025
R-4.3-mac-x86_64WARNINGJan 20 2025
R-4.3-mac-aarch64WARNINGJan 20 2025

Exports:CovNAClassicCovNAMcdCovNAOgkCovNARobustCovNASdeCovNASestimpNormimpSeqimpSeqRobPcaNA

Dependencies:clusterDEoptimRlatticemvtnormnormpcaPProbustbaserrcov

Readme and manuals

Help Manual

Help pageTopics
Campbell Bushfire Data with added missing data items (10 percent)bush10
Consumer Expenditure Survey Dataces
Class "CovNA" - a base class for estimates of multivariate location and scatter for incomplete dataCovNA-class getDistance,CovNA-method getFlag,CovNA-method summary,CovNA-method
Classical Estimates of Multivariate Location and Scatter for incomplete data (EM Algorithm)CovNA CovNAClassic
Class "CovNAClassic" - classical estimates of multivariate location and scatter for incomplete data (EM algorithm)CovNAClassic-class plot,CovNAClassic,missing-method
Robust Location and Scatter Estimation via MCD for incomplete dataCovNAMcd
MCD Estimates of Multivariate Location and Scatter for incomplete dataCovNAMcd-class
Robust Location and Scatter Estimation - Ortogonalized Gnanadesikan-Kettenring (OGK) for incomplete dataCovNAOgk
OGK Estimates of Multivariate Location and Scatter for incomplete dataCovNAOgk-class
Robust Location and Scatter Estimation for incomplete dataCovNARobust
Class "CovNARobust" - virtual base class for robust estimates of multivariate location and scatter for incomplete dataCovNARobust-class plot,CovNARobust,missing-method summary,CovNARobust-method
Stahel-Donoho Estimates of Multivariate Location and Scatter for incomplete dataCovNASde
Stahel-Donoho Estimates of Multivariate Location and Scatter for incomplete dataCovNASde-class
S Estimates of Multivariate Location and Scatter for incomplete dataCovNASest
S Estimates of Multivariate Location and Scatter for incomplete dataCovNASest-class
Impute missing multivariate normal dataimpNorm
Sequential imputation of missing valuesimpSeq
Robust sequential imputation of missing valuesimpSeqRob
Classical or robust Principal Components for incomplete dataPcaNA PcaNA.default PcaNA.formula
Class "PcaNA" Principal Components for incomplete datagetQuan,PcaNA-method PcaNA-class
Class "SummaryCovNA" - summary of "CovNA" objectsshow,SummaryCovNA-method SummaryCovNA-class
Class "SummaryCovNARobust" - summary of "CovNARobust" objectsshow,SummaryCovNARobust-method SummaryCovNARobust-class