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RMLPCA

R Implementation of Maximum Likelihood Principal Component Analysis

Description

R implementation of Maximum Likelihood Principal Component Analysis proposed in Wentzell, Peter D., et al. "Maximum likelihood principal component analysis." Journal of Chemometrics: A Journal of the Chemometrics Society 11.4 (1997): 339-366.

Dependencies

Is necessary to have installed devtools to install RMLPCA in your computer.


install.packages("devtools")

Installation

This R package is a public repository on Github, to install the package on your machine just type the following command:

devtools::install_git("https://github.com/renanestatcamp/RMLPCA")

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Version

Install

install.packages('RMLPCA')

Monthly Downloads

151

Version

0.0.1

License

MIT + file LICENSE

Issues

0

Pull Requests

0

Stars

2

Forks

0

Maintainer

Renan Santos Barbosa

Last Published

November 5th, 2020

Functions in RMLPCA (0.0.1)

data_clean

Error free data for all examples.
cov_e

Covariance matrices for mlpca_e model
sds_c

Standard deviations for mlpca_c model
data_error_d

Errors generated for mlpca_d model
RMLPCA

RMLPCA: A package for computating MLPCA algorithms b,c,d and e
data_cleaned_mlpca_b

Cleaned dataset after applied MLPCA B used for tests only
data_clean_e

Error free data for all examples.
data_error_e

Errors generated for mlpca_e model
cov_d

Covariance matrix for mlpca_d model
data_error_c

Errors generated for mlpca_c model
mlpca_e

Maximum likelihood principal component analysis for mode E error conditions
mlpca_b

Maximum likelihood principal component analysis for mode B error conditions
mlpca_c

Maximum likelihood principal component analysis for mode C error conditions
data_cleaned_mlpca_c

Cleaned dataset after applied MLPCA C used for tests only
mlpca_d

Maximum likelihood principal component analysis for mode D error conditions
data_cleaned_mlpca_d

Cleaned dataset after applied MLPCA D used for tests only
sds_b

Standard deviations for mlpca_b model
data_cleaned_mlpca_e

Cleaned dataset after applied MLPCA E used for tests only
data_error_b

Errors generated for mlpca_b model