Product Density Estimation for ICA using Tilted Gaussian Density Estimates
Overview
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.
Install
Health
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Trevor Hastie <hastie@stanford.edu>’
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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.- NOTE11 OK, 2 NOTE2026-09-08
- ERROR10 OK, 2 NOTE, 1 ERROR2026-09-07
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 8 (1 internal)
- Examples that run
- 100%6 run in a plain check
- Exported functions with examples
- 75%
- Documented parameters
- 100%
- Return-value docs
- 88%
- Help pages citing references
- 63%
Downloads
Dependencies
Installing ProDenICA adds 3 packages (1 with compiled code, 579 KB of source tarballs). Heaviest: iterators 293 KB, gam 198 KB, foreach 88 KB.
Code & Tests
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- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
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- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- RR 3.2.0 released · 2015-04-16
- RR 3.1.0 released · 2014-04-10
- RR 3.0.0 released · 2013-04-03
- RR 2.15.0 released · 2012-03-30
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- RR 2.14.0 released · 2011-10-31
- RR 2.13.0 released · 2011-04-13
- RR 2.12.0 released · 2010-10-15
- 1.02010-05-01
- RR 2.11.0 released · 2010-04-22
Package metadata
- First published
- 2010-05-01
- Total releases
- 2 / 16 yrs
- License
- GPL-2 OSI
- Download size
- 8.6 KB
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