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amanpg

Alternating Manifold Proximal Gradient Method for Sparse PCA

v0.3.4 · Oct 2, 2022 · MIT + file LICENSE

Description

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>.

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Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Version History

new 0.3.4 Mar 10, 2026
updated 0.3.4 ← 0.3.3 diff Oct 1, 2022
updated 0.3.3 ← 0.3.2 diff Oct 5, 2021
updated 0.3.2 ← 0.3.1 diff Oct 1, 2021
updated 0.3.1 ← 0.3.0 diff Sep 1, 2021
new 0.3.0 Jul 25, 2021