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ISR (version 2022.4.22)

The Iterated Score Regression-Based Estimation Algorithm

Description

Algorithm to handle with PCA-based missing data, where ISR is for PCA-based missing data with high correlation and DISR is for distributed PCA-based missing data. The philosophy of the package is described in Guo G. (2020) .

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Version

Install

install.packages('ISR')

Monthly Downloads

711

Version

2022.4.22

License

MIT + file LICENSE

Maintainer

Guangbao Guo

Last Published

April 22nd, 2022

Functions in ISR (2022.4.22)

HCV

HCV
orange

orange
ozone

ozone
MNIPALS

Modified nonlinear iterative partial least squares method
MMLPCA

Modified maximum likelihood principal component analysis
CKD

CKD
DISR

Distributed iterated score regression
SR

Score regression
PM2.5

PM2.5
review

review
MRPCA

Modified regularized PCA
Mean

Mean method
ISR

Iterated score regression