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sNPLS

NPLS Regression with L1 Penalization

v1.0.27 · Dec 16, 2020 · GPL (>= 2)
CRAN GitHub Mirror

Description

Tools for performing variable selection in three-way data using N-PLS in combination with L1 penalization, Selectivity Ratio and VIP scores. The N-PLS model (Rasmus Bro, 1996 <DOI:10.1002/(SICI)1099-128X(199601)10:1%3C47::AID-CEM400%3E3.0.CO;2-C>) is the natural extension of PLS (Partial Least Squares) to N-way structures, and tries to maximize the covariance between X and Y data arrays. The package also adds variable selection through L1 penalization, Selectivity Ratio and VIP scores.

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CRAN Check Status

2 NOTE
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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
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r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
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NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘David Hervas <ddhervas@yahoo.es>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "David",
                    family = "Hervas",
                    role = c("aut", "cre"),
                    email = "ddhervas@yahoo.es")
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘David Hervas <ddhervas@yahoo.es>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "David",
                    family = "Hervas",
                    role = c("aut", "cre"),
                    email = "ddhervas@yahoo.es")
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: ‘David Hervas <ddhervas@yahoo.es>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "David",
                    family = "Hervas",
                    role = c("aut", "cre"),
                    email = "ddhervas@yahoo.es")
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘David Hervas <ddhervas@yahoo.es>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: person(given = "David",
                    family = "Hervas",
                    role = c("aut", "cre"),
                    email = "ddhervas@yahoo.es")
as necessary.

Dependency Network

Dependencies Reverse dependencies clickR future future.apply ggplot2 ggrepel ks MASS Matrix pbapply sNPLS

Version History

new 1.0.27 Mar 10, 2026
updated 1.0.27 ← 0.3.31 diff Dec 15, 2020
updated 0.3.31 ← 0.3.0 diff Feb 19, 2018
updated 0.3.0 ← 0.2.7 diff Oct 28, 2017
updated 0.2.7 ← 0.2.0 diff Sep 30, 2017
updated 0.2.0 ← 0.1.8 diff Jul 21, 2017
updated 0.1.8 ← 0.1.5 diff May 7, 2017
updated 0.1.5 ← 0.1.4 diff Mar 4, 2017
updated 0.1.4 ← 0.1.3 diff Dec 26, 2016
updated 0.1.3 ← 0.1.1 diff Nov 7, 2016
new 0.1.1 Oct 8, 2016