bcv: Cross-Validation for the SVD (Bi-Cross-Validation)

Methods for choosing the rank of an SVD (singular value decomposition) approximation via cross validation. The package provides both Gabriel-style "block" holdouts and Wold-style "speckled" holdouts. It also includes an implementation of the SVDImpute algorithm. For more information about Bi-cross-validation, see Owen & Perry's 2009 AoAS article (at <arXiv:0908.2062>) and Perry's 2009 PhD thesis (at <arXiv:0909.3052>).

Package details

AuthorMichal Burdukiewicz [cre, ctb] (<https://orcid.org/0000-0001-8926-582X>), Patrick O. Perry [aut, cph], Seyed Morteza Najibi [ctb]
MaintainerMichal Burdukiewicz <michalburdukiewicz@gmail.com>
LicenseBSD_3_clause + file LICENSE
Version1.0.2
URL https://github.com/michbur/bcv
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("bcv")

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bcv documentation built on May 31, 2023, 5:32 p.m.