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rrpack (version 0.1-13)

Reduced-Rank Regression

Description

Multivariate regression methodologies including classical reduced-rank regression (RRR) studied by Anderson (1951) and Reinsel and Velu (1998) , reduced-rank regression via adaptive nuclear norm penalization proposed by Chen et al. (2013) and Mukherjee et al. (2015) , robust reduced-rank regression (R4) proposed by She and Chen (2017) , generalized/mixed-response reduced-rank regression (mRRR) proposed by Luo et al. (2018) , row-sparse reduced-rank regression (SRRR) proposed by Chen and Huang (2012) , reduced-rank regression with a sparse singular value decomposition (RSSVD) proposed by Chen et al. (2012) and sparse and orthogonal factor regression (SOFAR) proposed by Uematsu et al. (2019) .

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Version

Install

install.packages('rrpack')

Monthly Downloads

378

Version

0.1-13

License

GPL (>= 3)

Maintainer

Kun Chen

Last Published

June 16th, 2022

Functions in rrpack (0.1-13)

mrrr

Generalized or mixed-response reduced-rank regression
cv.rrr

Reduced-rank regression with rank selected by cross validation
rrpack-coef

Estimated coefficients
cv.mrrr

Mixed-response reduced-rank regression with rank selected by cross validation
rrr

Multivariate reduced-rank linear regression
r4

Robust reduced-rank regression
rrr.cookD

Cook's distance in reduced-rank regression for model diagnostics
rrr.sim5

Simulation model 5
srrr

Row-sparse reduced-eank regresssion
rrs.fit

Fitting reduced-rank ridge regression with given rank and shrinkage penalty
rrr.sim3

Simulation model 3
rrr.sim4

Simulation model 4
cv.sofar

Sparse orthognal factor regression tuned by cross validation
rrr.fit

Fitting reduced-rank regression with a specific rank
cv.srrr

Row-sparse reduced-rank regression tuned by cross validation
rrr.leverage

Leverage scores and Cook's distance in reduced-rank regression for model diagnostics
summary

Summarize rrpack Objects
rssvd

Reduced-rank regression with a sparse singular value decomposition
sofar

Sparse orthogonal factor regression
plot

Scatter Plot
rrr.sim2

Simulation model 2
rrr.sim1

Simulation model 1