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SPCAvRP

Sparse Principal Component Analysis via Random Projections (SPCAvRP)

v0.4 · May 3, 2019 · GPL-3

Description

Implements the SPCAvRP algorithm, developed and analysed in "Sparse principal component analysis via random projections" Gataric, M., Wang, T. and Samworth, R. J. (2018) <arXiv:1712.05630>. The algorithm is based on the aggregation of eigenvector information from carefully-selected random projections of the sample covariance matrix.

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CRAN Check Status

2 NOTE
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r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (2 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Milana Gataric <m.gataric@statslab.cam.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Milana",
                      family = "Gataric",
                      role = c("aut", "cre"),
                      email = "m.gataric@statslab.cam.ac.uk"),
               person(given = "Tengyao",
                      family = "Wang",
                      role = "aut"),
               person(given = c("Richard", "J."),
                      family = "Samworth",
                      role = "aut"))
as necessary.

The Description field contains
  T. and Samworth, R. J. (2018) <arXiv:1712.05630>. The algorithm is
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: ‘Milana Gataric <m.gataric@statslab.cam.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Milana",
                      family = "Gataric",
                      role = c("aut", "cre"),
                      email = "m.gataric@statslab.cam.ac.uk"),
               person(given = "Tengyao",
                      family = "Wang",
                      role = "aut"),
               person(given = c("Richard", "J."),
                      family = "Samworth",
                      role = "aut"))
as necessary.

The Description field contains
  T. and Samworth, R. J. (2018) <arXiv:1712.05630>. The algorithm is
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Check History

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: ‘Milana Gataric <m.gataric@statslab.cam.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Milana",
                      family = "Gataric",
                      role = c("aut", "cre"),

...[truncated]...
 = "Samworth",
                      role = "aut"))
as necessary.

The Description field contains
  T. and Samworth, R. J. (2018) <arXiv:1712.05630>. The algorithm is
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: ‘Milana Gataric <m.gataric@statslab.cam.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Milana",
                      family = "Gataric",
                      role = c("aut", "cre"),

...[truncated]...
 = "Samworth",
                      role = "aut"))
as necessary.

The Description field contains
  T. and Samworth, R. J. (2018) <arXiv:1712.05630>. The algorithm is
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Dependency Network

Dependencies Reverse dependencies MASS SPCAvRP

Version History

new 0.4 Mar 10, 2026
updated 0.4 ← 0.3 diff May 3, 2019
updated 0.3 ← 0.2 diff Jul 25, 2018
updated 0.2 ← 0.1 diff Jan 15, 2018
new 0.1 Dec 19, 2017