L1-Norm PCA Methods
Overview
Implementations of several methods for principal component analysis using the L1 norm. The package depends on COIN-OR Clp version >= 1.17.4. The methods implemented are PCA-L1 (Kwak 2008) DOI:10.1109/TPAMI.2008.114, L1-PCA (Ke and Kanade 2003, 2005) DOI:10.1109/CVPR.2005.309, L1-PCA* (Brooks, Dula, and Boone 2013) DOI:10.1016/j.csda.2012.11.007, L1-PCAhp (Visentin, Prestwich and Armagan 2016) DOI:10.1007/978-3-319-46227-1_37, wPCA (Park and Klabjan 2016) <DOI: 10.1109/ICDM.2016.0054>, awPCA (Park and Klabjan 2016) <DOI: 10.1109/ICDM.2016.0054>, PCA-Lp (Kwak 2014) DOI:10.1109/TCYB.2013.2262936, and SharpEl1-PCA (Brooks and Dula, submitted).
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Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK14 OK2026-03-10
Documentation
- Help pages
- 25includes a package overview page
- Examples that run
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- Exported functions with examples
- 77%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
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Dependencies
Installing pcaL1 adds no packages beyond those that come with R.
Code & Tests
People & History
Maintainer since 1.0 (2012)
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pattern:^[^\\.]added 10 exports
awl1pca, l1pca, l1pcahp, l1pcastar, l1projection, l2projection, pcal1, pcalp, sharpel1pca, wl1pca - 1.4.12016-12-20 · diff ↗
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- 1.02012-04-20
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Package metadata
- First published
- 2012-04-20
- Total releases
- 17 / 14 yrs
- License
- GPL (>= 3) OSI
- Download size
- 82 KB
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