Skip to content

hdpca

Principal Component Analysis in High-Dimensional Data

v1.1.5 · Jan 13, 2021 · GPL (>= 2)

Description

In high-dimensional settings: Estimate the number of distant spikes based on the Generalized Spiked Population (GSP) model. Estimate the population eigenvalues, angles between the sample and population eigenvectors, correlations between the sample and population PC scores, and the asymptotic shrinkage factors. Adjust the shrinkage bias in the predicted PC scores. Dey, R. and Lee, S. (2019) <doi:10.1016/j.jmva.2019.02.007>.

Downloads

405

Last 30 days

9335th

702

Last 90 days

2.3K

Last year

Trend: +141.1% (30d vs prior 30d)

CRAN Check Status

2 NOTE
12 OK
Show all 14 flavors
Flavor Status
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: ‘Rounak Dey <deyrnk@umich.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Rounak",
                      family = "Dey",
                      role = c("aut", "cre"),
                      email = "deyrnk@umich.edu"),
               person(given = "Seunggeun",
                      family = "Lee",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Rounak Dey <deyrnk@umich.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Rounak",
                      family = "Dey",
                      role = c("aut", "cre"),
                      email = "deyrnk@umich.edu"),
               person(given = "Seunggeun",
                      family = "Lee",
                      role = "aut"))
as necessary.

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: ‘Rounak Dey <deyrnk@umich.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Rounak",
                      family = "Dey",
                      role = c("aut", "cre"),
                      email = "deyrnk@umich.edu"),
               person(given = "Seunggeun",
                      family = "Lee",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Rounak Dey <deyrnk@umich.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Rounak",
                      family = "Dey",
                      role = c("aut", "cre"),
                      email = "deyrnk@umich.edu"),
               person(given = "Seunggeun",
                      family = "Lee",
                      role = "aut"))
as necessary.

Dependency Network

Dependencies Reverse dependencies lpSolve boot hdpca

Version History

new 1.1.5 Mar 10, 2026
updated 1.1.5 ← 1.1.3 diff Jan 12, 2021
updated 1.1.3 ← 1.0.0 diff Oct 22, 2019
new 1.0.0 Aug 1, 2016