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ProDenICA

Product Density Estimation for ICA using Tilted Gaussian Density Estimates

v1.1 · Feb 21, 2022 · GPL-2

Description

A direct and flexible method for estimating an ICA model. This approach estimates the densities for each component directly via a tilted Gaussian. The tilt functions are estimated via a GAM Poisson model. Details can be found in "Elements of Statistical Learning (2nd Edition)" in Section 14.7.4.

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Maintainer: ‘Trevor Hastie <hastie@stanford.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Trevor",
                      family = "Hastie",
                      role = c("aut", "cre"),
                      email = "hastie@stanford.edu"),
               person(given = "Rob",
                      family = "Tibshirani",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Trevor Hastie <hastie@stanford.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Trevor",
                      family = "Hastie",
                      role = c("aut", "cre"),
                      email = "hastie@stanford.edu"),
               person(given = "Rob",
                      family = "Tibshirani",
                      role = "aut"))
as necessary.

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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: ‘Trevor Hastie <hastie@stanford.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Trevor",
                      family = "Hastie",
                      role = c("aut", "cre"),
                      email = "hastie@stanford.edu"),
               person(given = "Rob",
                      family = "Tibshirani",
                      role = "aut"))
as necessary.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Trevor Hastie <hastie@stanford.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Trevor",
                      family = "Hastie",
                      role = c("aut", "cre"),
                      email = "hastie@stanford.edu"),
               person(given = "Rob",
                      family = "Tibshirani",
                      role = "aut"))
as necessary.

Reverse Dependencies (1)

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Dependencies Reverse dependencies gam steadyICA ProDenICA

Version History

3 tracked
new 1.1 Mar 10, 2026
updated 1.1 ← 1.0 diff Feb 20, 2022
new 1.0 Apr 30, 2010