MRReg: MDL Multiresolution Linear Regression Framework

We provide the framework to analyze multiresolution partitions (e.g. country, provinces, subdistrict) where each individual data point belongs to only one partition in each layer (e.g. i belongs to subdistrict A, province P, and country Q). We assume that a partition in a higher layer subsumes lower-layer partitions (e.g. a nation is at the 1st layer subsumes all provinces at the 2nd layer). Given N individuals that have a pair of real values (x,y) that generated from independent variable X and dependent variable Y. Each individual i belongs to one partition per layer. Our goal is to find which partitions at which highest level that all individuals in the these partitions share the same linear model Y=f(X) where f is a linear function. The framework deploys the Minimum Description Length principle (MDL) to infer solutions. The publication of this package is at Chainarong Amornbunchornvej, Navaporn Surasvadi, Anon Plangprasopchok, and Suttipong Thajchayapong (2019) <arXiv:1907.05234>.

Version: 0.1.2
Depends: R (≥ 3.5.0), caret
Imports: igraph
Suggests: knitr, rmarkdown, markdown
Published: 2020-09-12
Author: Chainarong Amornbunchornvej ORCID iD [aut, cre]
Maintainer: Chainarong Amornbunchornvej <grandca at gmail.com>
BugReports: https://github.com/DarkEyes/MRReg/issues
License: MIT + file LICENSE
URL: https://github.com/DarkEyes/MRReg
NeedsCompilation: no
Citation: MRReg citation info
Materials: README NEWS
CRAN checks: MRReg results

Downloads:

Reference manual: MRReg.pdf
Vignettes: MRReg_demo
Package source: MRReg_0.1.2.tar.gz
Windows binaries: r-devel: MRReg_0.1.2.zip, r-release: MRReg_0.1.2.zip, r-oldrel: MRReg_0.1.2.zip
macOS binaries: r-release: MRReg_0.1.2.tgz, r-oldrel: MRReg_0.1.2.tgz
Old sources: MRReg archive

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