amanpg
Alternating Manifold Proximal Gradient Method for Sparse PCA
Alternating Manifold Proximal Gradient Method for Sparse PCA uses the Alternating Manifold Proximal Gradient (AManPG) method to find sparse principal components from a data or covariance matrix. Provides a novel algorithm for solving the sparse principal component analysis problem which provides advantages over existing methods in terms of efficiency and convergence guarantees. Chen, S., Ma, S., Xue, L., & Zou, H. (2020) doi:10.1287/ijoo.2019.0032. Zou, H., Hastie, T., & Tibshirani, R. (2006) doi:10.1198/106186006X113430. Zou, H., & Xue, L. (2018) doi:10.1109/JPROC.2018.2846588.
- Version0.3.4
- R versionunknown
- LicenseMIT
- LicenseLICENSE
- Needs compilation?No
- Chen, S., Ma, S., Xue, L., & Zou, H. (2020)
- Zou, H., Hastie, T., & Tibshirani, R. (2006)
- Zou, H., & Xue, L. (2018)
- Last release10/02/2022
Documentation
Team
Zhong Zheng
Hui Zou
Show author detailsRolesAuthorLingzhou Xue
Show author detailsRolesAuthorShixiang Chen
Show author detailsRolesAuthorJustin Huang
Show author detailsRolesAuthorBenjamin Jochem
Show author detailsRolesAuthorShiqian Ma
Show author detailsRolesAuthorHaichuan Xu
Show author detailsRolesAuthor
Insights
Last 30 days
This package has been downloaded 281 times in the last 30 days. Enough downloads to make a small wave in the niche community. The curiosity is spreading! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 7 times.
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Last 365 days
This package has been downloaded 3,524 times in the last 365 days. Now we’re talking! This work is officially 'heard of in academic circles', just like those wild research papers on synthetic bananas. The day with the most downloads was Aug 28, 2024 with 60 downloads.
The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.
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- Suggests2 packages