Supervised Principal Components
Overview
Does prediction in the case of a censored survival outcome, or a regression outcome, using the "supervised principal component" approach. 'Superpc' is especially useful for high-dimensional data when the number of features p dominates the number of samples n (p >> n paradigm), as generated, for instance, by high-throughput technologies.
Install
Health
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Jean-Eudes Dazard <jean-eudes.dazard@case.edu>’ Package CITATION file contains call(s) to old-style personList() or as.personList(). Please use c() on person objects instead. Package CITATION file contains call(s) to old-style citEntry(). Please use bibentry() instead.
- NOTE11 OK, 2 NOTE2026-06-09
- WARNING11 OK, 1 NOTE, 1 WARNING2026-06-07
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 15
- Examples that run
- 71%10 run in a plain check · 4 never run
- Exported functions with examples
- 93%
- Documented parameters
- 99%
- Return-value docs
- 67%
- Help pages citing references
- 100%
Downloads
Repository
Stars over time
Forks over time
Releases over time
1 development-tooling and community-health practice detected across 1 family in the upstream repository
Checks run against github.com/jedazard/superpc on 2026-10-18.
Dependencies
Installing superpc adds no packages beyond those that come with R.
Code & Tests
People & History
Previously maintained by Rob Tibshirani (1.00 to 1.09).
Pick two releases to compare their code metrics.
- 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
- RR 4.1.0 released · 2021-05-18
- unarchivedReturned to CRAN2020-10-20
- 1.12Latest2020-10-20 · current release · diff ↗ ·
removed 6 exports
superpc.xl.decorrelate, superpc.xl.decorrelate.test, superpc.xl.listgenes.compute, superpc.xl.fit.to.clin, superpc.xl.get.threshold.range, superpc.xl.rainbowplotadded 1 export
superpc.news - archivedRemoved from CRAN2020-08-26check issues were not corrected in time
- 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
Show 27 earlier eventsHide 27 earlier events
- RR 3.0.0 released · 2013-04-03
- RR 2.15.0 released · 2012-03-30
- 1.092012-02-27 · diff ↗
- RR 2.14.0 released · 2011-10-31
- RR 2.13.0 released · 2011-04-13
- 1.082011-04-08 · diff ↗
- RR 2.12.0 released · 2010-10-15
- RR 2.11.0 released · 2010-04-22
- 1.072010-01-06 · diff ↗
- RR 2.10.0 released · 2009-10-26
- RR 2.9.0 released · 2009-04-17
- 1.062009-04-14 · diff ↗
- RR 2.8.0 released · 2008-10-20
- RR 2.7.0 released · 2008-04-22
- RR 2.6.0 released · 2007-10-03
- RR 2.5.0 released · 2007-04-24
- 1.052007-04-19 · diff ↗
- RR 2.4.0 released · 2006-10-03
- RR 2.3.0 released · 2006-04-24
- RR 2.2.0 released · 2005-10-06
- 1.03
- RR 2.1.0 released · 2005-04-18
- 1.022005-04-02 · diff ↗ ·
removed 1 export
superpc.plotshrink.lrtestadded 8 exports
superpc.decorrelate, superpc.plotred.lrtest, superpc.predictionplot, superpc.xl.decorrelate, superpc.xl.decorrelate.test, superpc.xl.listgenes.compute, superpc.xl.fit.to.clin, superpc.xl.get.threshold.range - 1.012004-10-23 · diff ↗
- RR 2.0.0 released · 2004-10-04
- 1.002004-09-16
- RR 1.9.0 released · 2004-04-12
Package metadata
- First published
- 2004-09-16
- Total releases
- 10 / 22 yrs
- License
- GPL (>= 3) | file LICENSE OSI
- Minimum R
- ≥ 3.5.0
- Download size
- 162 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("superpc")The package provides a citation file that builds its entry when R runs it. Run citation() to see it.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.