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JICO: Joint and Individual Regression

An R package that implements the JICO algorithm [Wang, P., Wang, H., Li, Q., Shen, D., & Liu, Y. (2024). <Journal of Computational and Graphical Statistics, 33(3), 763-773>]. It aims at solving the multi-group regression problem. The algorithm decomposes the responses from multiple groups into shared and group-specific components, which are driven by low-rank approximations of joint and individual structures from the covariates respectively.

Version: 0.1
Imports: nleqslv, Matrix, MASS, rlist
Suggests: testthat (≥ 3.0.0)
Published: 2025-01-21
DOI: 10.32614/CRAN.package.JICO
Author: Peiyao Wang [aut, cre]
Maintainer: Peiyao Wang <peiyaow76 at gmail.com>
License: GPL (≥ 3)
NeedsCompilation: no
Materials: README NEWS
CRAN checks: JICO results

Documentation:

Reference manual: JICO.pdf

Downloads:

Package source: JICO_0.1.tar.gz
Windows binaries: r-devel: JICO_0.1.zip, r-release: JICO_0.0.zip, r-oldrel: JICO_0.1.zip
macOS binaries: r-release (arm64): JICO_0.0.tgz, r-oldrel (arm64): JICO_0.0.tgz, r-release (x86_64): JICO_0.1.tgz, r-oldrel (x86_64): JICO_0.0.tgz
Old sources: JICO archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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