amanpg

Alternating Manifold Proximal Gradient Method for Sparse PCA

CRAN Package

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.


Documentation


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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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0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
15 downloadsMar 4, 2025
23 downloadsMar 5, 2025
7 downloadsMar 6, 2025
11 downloadsMar 7, 2025
6 downloadsMar 8, 2025
6 downloadsMar 9, 2025
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4 downloadsMar 25, 2025
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11 downloadsMar 28, 2025
3 downloadsMar 29, 2025
13 downloadsMar 30, 2025
4 downloadsMar 31, 2025
3 downloadsApr 1, 2025
7 downloadsApr 2, 2025
0 downloadsApr 3, 2025
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0 downloadsApr 5, 2025
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The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

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.

Data provided by CRAN


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Dependencies

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