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ddpca

Diagonally Dominant Principal Component Analysis

v1.1 · Sep 14, 2019 · GPL-2

Description

Efficient procedures for fitting the DD-PCA (Ke et al., 2019, <arXiv:1906.00051>) by decomposing a large covariance matrix into a low-rank matrix plus a diagonally dominant matrix. The implementation of DD-PCA includes the convex approach using the Alternating Direction Method of Multipliers (ADMM) and the non-convex approach using the iterative projection algorithm. Applications of DD-PCA to large covariance matrix estimation and global multiple testing are also included in this package.

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CRAN incoming feasibility

Maintainer: ‘Fan Yang <fyang1@uchicago.edu>’

The Description field contains
  <arXiv:1906.00051>) by decomposing a large covariance matrix into a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Fan Yang <fyang1@uchicago.edu>’

The Description field contains
  <arXiv:1906.00051>) by decomposing a large covariance matrix into a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Fan Yang <fyang1@uchicago.edu>’

The Description field contains
  <arXiv:1906.00051>) by decomposing a large covariance matrix into a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Fan Yang <fyang1@uchicago.edu>’

The Description field contains
  <arXiv:1906.00051>) by decomposing a large covariance matrix into a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Dependency Network

Dependencies Reverse dependencies RSpectra Matrix quantreg MASS ddpca

Version History

3 tracked
new 1.1 Mar 10, 2026
updated 1.1 ← 1.0 diff Sep 13, 2019
new 1.0 Jul 18, 2019