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bcv (version 1.0.1)

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

Description

Methods for choosing the rank of an SVD 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 http://arxiv.org/abs/0908.2062) and Perry's 2009 PhD thesis (at http://arxiv.org/abs/0909.3052).

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Version

Install

install.packages('bcv')

Monthly Downloads

302

Version

1.0.1

License

BSD_3_clause + file LICENSE

Maintainer

Last Published

May 22nd, 2015

Functions in bcv (1.0.1)

bcv-package

Cross-Validation for the SVD (Bi-Cross-Validation)
plot.cvsvd

Plot the Result of an SVD Cross-Validation
impute.svd

Missing value imputation via the SVDImpute algorithm
cv.svd

Cross-Validation for choosing the rank of an SVD approximation.
print.cvsvd

Print the Result of an SVD Cross-Validation
summary.cvsvd

Summarize the Result of an SVD Cross-Validation