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We explore sparsity and homogeneity of regression coefficients incorporating prior constraint information. A general pairwise fusion approach is proposed to deal with the sparsity and homogeneity detection when combining prior convex constraints. We develop an modified alternating direction method of multipliers algorithm (ADMM) to obtain the estimators.
| Version: | 0.1 |
| Depends: | R (≥ 3.5.0), ncvreg, glmnet, quadprog, Matrix |
| Published: | 2018-10-19 |
| DOI: | 10.32614/CRAN.package.HSDiC |
| Author: | Yaguang Li [aut, cre], Baisuo Jin [aut] |
| Maintainer: | Yaguang Li <liyg at mail.ustc.edu.cn> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| CRAN checks: | HSDiC results |
| Reference manual: | HSDiC.pdf |
| Package source: | HSDiC_0.1.tar.gz |
| Windows binaries: | r-devel: HSDiC_0.1.zip, r-release: HSDiC_0.1.zip, r-oldrel: HSDiC_0.1.zip |
| macOS binaries: | r-release (arm64): HSDiC_0.1.tgz, r-oldrel (arm64): HSDiC_0.1.tgz, r-release (x86_64): HSDiC_0.1.tgz, r-oldrel (x86_64): HSDiC_0.1.tgz |
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