Package: NNPreg 0.1.0

NNPreg: Nuclear Norm Penalized Regression

Fits nuclear norm penalized multivariate linear regression models using the fast iterative shrinkage-thresholding algorithm (FISTA) of Beck and Teboulle (2009) <doi:10.1137/080716542>. Provides fixed-penalty estimation, regularization paths, K-fold cross-validation, prediction, coefficient extraction, and diagnostic plots.

Authors:Mayukh Choudhury [aut, cre]

NNPreg_0.1.0.tar.gz
NNPreg_0.1.0.zip(r-4.7-any)NNPreg_0.1.0.zip(r-4.6-any)NNPreg_0.1.0.zip(r-4.5-any)
NNPreg_0.1.0.tgz(r-4.6-any)NNPreg_0.1.0.tgz(r-4.5-any)
NNPreg_0.1.0.tar.gz(r-4.7-any)NNPreg_0.1.0.tar.gz(r-4.6-any)
NNPreg_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION
card.svg |card.png
NNPreg/json (API)

# Install 'NNPreg' in R:

install.packages('NNPreg', repos = c('https://mayukhc13.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/mayukhc13/nnpreg/issues

On CRAN:

3.00 score 1 exports 0 dependencies

Last updated from:7ba57c8a88. Checks:7 ERROR, 2 OK. Indexed: yes.

Target	Result	Time
linux-devel	ERROR	103
source / vignettes	OK	144
linux-release	ERROR	91
macos-release	ERROR	147
macos-oldrel	ERROR	147
windows-devel	ERROR	56
windows-release	ERROR	61
windows-oldrel	ERROR	43
wasm-release	OK	76

Exports:nnp

Dependencies:

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Extract coefficients from an NNP model	coef.nnp
Nuclear norm penalized regression (glmnet-style interface)	nnp
Cross-validated nuclear norm penalized regression	nnp_cv
Generate a lambda sequence for nuclear norm penalized regression	nnp_lambda_seq
FISTA solver for nuclear norm penalized regression	nnp_solver
Nuclear norm solution path	nnp_solver_path
Plot method for NNP objects	plot.nnp
Predict method for NNP objects	predict.nnp
Print method for NNP objects	print.nnp
Print method for NNP solution paths	print.nnp.path
Summary method for NNP objects	summary.nnp