Tools for Principal Component Analysis-Based Data Structure Comparisons
Overview
A suite of non-parametric, visual tools for assessing differences in data structures for two datasets that contain different observations of the same variables. These tools are all based on Principal Component Analysis (PCA) and thus effectively address differences in the structures of the covariance matrices of the two datasets. The PCASDC tools consist of easy-to-use, intuitive plots that each focus on different aspects of the PCA decompositions. The cumulative eigenvalue (CE) plot describes differences in the variance components (eigenvalues) of the deconstructed covariance matrices. The angle plot presents the information loss when moving from the PCA decomposition of one dataset to the PCA decomposition of the other. The chroma plot describes the loading patterns of the two datasets, thereby presenting the relative weighting and importance of the variables from the original dataset.
Install
Health
NOTEdependencies in R coder-devel-linux-x86_64-fedora-clang, r-devel-linux-x86_64-fedora-gcc
Namespaces in Imports field not imported from: ‘Matrix’ ‘pander’ All declared Imports should be used.
- NOTE11 OK, 2 NOTE2026-09-08
- ERROR11 OK, 1 NOTE, 1 ERROR2026-09-07
- NOTE9 OK, 5 NOTE2026-03-10
Documentation
- Help pages
- 7
- Examples that run
- 100%7 run in a plain check
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 14%
- Help pages citing references
- 0%
Downloads
Repository
Moved from annepetersen1/pcadsc.
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Checks run against github.com/annepetersen1/pcadsc on 2026-10-18.
Dependencies
Code & Tests
People & History
- 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
- 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
- 0.8.0Latest2017-04-19 · current release
- RR 3.3.0 released · 2016-05-03
Package metadata
- First published
- 2017-04-19
- Total releases
- 1 / 9 yrs
- License
- GPL-2 OSI
- Minimum R
- ≥ 3.2.2
- Download size
- 12 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("PCADSC")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
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