orthoDr
Semi-Parametric Dimension Reduction Models Using Orthogonality Constrained Optimization
Utilize an orthogonality constrained optimization algorithm of Wen & Yin (2013) doi:10.1007/s10107-012-0584-1 to solve a variety of dimension reduction problems in the semiparametric framework, such as Ma & Zhu (2012) doi:10.1080/01621459.2011.646925, Ma & Zhu (2013) doi:10.1214/12-AOS1072, Sun, Zhu, Wang & Zeng (2019) doi:10.1093/biomet/asy064 and Zhou, Zhu & Zeng (2021) doi:10.1093/biomet/asaa087. The package also implements some existing dimension reduction methods such as hMave by Xia, Zhang, & Xu (2010) doi:10.1198/jasa.2009.tm09372 and partial SAVE by Feng, Wen & Zhu (2013) doi:10.1080/01621459.2012.746065. It also serves as a general purpose optimization solver for problems with orthogonality constraints, i.e., in Stiefel manifold. Parallel computing for approximating the gradient is enabled through 'OpenMP'.
- Version0.6.8
- R versionunknown
- LicenseGPL-2
- LicenseGPL-3
- Needs compilation?Yes
- orthoDr citation info
- Last release03/13/2024
Documentation
Team
Ruoqing Zhu
James Joseph Balamuta
Show author detailsRolesContributorRuilin Zhao
Show author detailsRolesAuthor, Copyright holderJiyang Zhang
Show author detailsRolesAuthor, Copyright holderWenzhuo Zhou
Show author detailsRolesAuthor, Copyright holderPeng Xu
Show author detailsRolesAuthor, Copyright holder
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Last 30 days
This package has been downloaded 285 times in the last 30 days. Now we're getting somewhere! Enough downloads to populate a lively group chat. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 6 times.
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Last 365 days
This package has been downloaded 3,437 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Sep 11, 2024 with 55 downloads.
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Dependencies
- Imports7 packages
- Linking To2 packages
- Reverse Imports1 package