onlinePCA: Online Principal Component Analysis

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Online PCA for multivariate and functional data using perturbation methods, low-rank incremental methods, and stochastic optimization methods.

Author
David Degras [aut, cre], Herve Cardot [ctb]
Date of publication
2016-09-22 02:27:05
Maintainer
David Degras <ddegrasv@gmail.com>
License
GPL-3
Version
1.3.1
URLs

View on CRAN

Man pages

batchpca
Batch PCA
bsoipca
Block Stochastic Orthononal Iteration (BSOI)
ccipca
Candid Covariance-Free Incremental PCA
coef2fd
Recover functional data from their B-spline coefficients
create.basis
Create a smooth B-spline basis
fd2coef
Compute the coefficients of functional data in a B-spline...
ghapca
Generalized Hebbian Algorithm for PCA
impute
BLUP Imputation of Missing Values
incRpca
Incremental PCA
incRpca.block
Incremental PCA with Block Update
incRpca.rc
Incremental PCA With Reduced Complexity
onlinePCA-package
Online Principal Component Analysis
perturbationRpca
Recursive PCA using a rank 1 perturbation method
secularRpca
Recursive PCA Using Secular Equations
sgapca
Stochastic Gradient Ascent PCA
snlpca
Subspace Network Learning PCA
updateCovariance
Update the Sample Covariance Matrix
updateMean
Update the Sample Mean Vector

Files in this package

onlinePCA
onlinePCA/src
onlinePCA/src/Makevars
onlinePCA/src/sga_ghapca.cpp
onlinePCA/src/ccipca.cpp
onlinePCA/src/Makevars.win
onlinePCA/src/RcppExports.cpp
onlinePCA/NAMESPACE
onlinePCA/NEWS
onlinePCA/R
onlinePCA/R/onlinePCA-internal.R
onlinePCA/R/impute.R
onlinePCA/R/coef2fd.R
onlinePCA/R/batchpca.R
onlinePCA/R/updateCovariance.R
onlinePCA/R/incRpca.block.R
onlinePCA/R/ccipca.R
onlinePCA/R/secularRpca.R
onlinePCA/R/incRpca.R
onlinePCA/R/snlpca.R
onlinePCA/R/incRpca.rc.R
onlinePCA/R/ghapca.R
onlinePCA/R/RcppExports.R
onlinePCA/R/perturbationRpca.R
onlinePCA/R/sgapca.R
onlinePCA/R/fd2coef.R
onlinePCA/R/create.basis.R
onlinePCA/R/bsoipca.R
onlinePCA/R/updateMean.R
onlinePCA/MD5
onlinePCA/DESCRIPTION
onlinePCA/man
onlinePCA/man/snlpca.Rd
onlinePCA/man/onlinePCA-package.Rd
onlinePCA/man/perturbationRpca.Rd
onlinePCA/man/updateMean.Rd
onlinePCA/man/incRpca.rc.Rd
onlinePCA/man/incRpca.Rd
onlinePCA/man/coef2fd.Rd
onlinePCA/man/ccipca.Rd
onlinePCA/man/updateCovariance.Rd
onlinePCA/man/ghapca.Rd
onlinePCA/man/secularRpca.Rd
onlinePCA/man/incRpca.block.Rd
onlinePCA/man/batchpca.Rd
onlinePCA/man/bsoipca.Rd
onlinePCA/man/fd2coef.Rd
onlinePCA/man/create.basis.Rd
onlinePCA/man/impute.Rd
onlinePCA/man/sgapca.Rd