CRAN/E | MRReg

MRReg

MDL Multiresolution Linear Regression Framework

Installation

About

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 (2021) doi:10.1145/3424670.

Citation MRReg citation info
github.com/DarkEyes/MRReg
Bug report File report

Key Metrics

Version 0.1.5
R ≥ 3.5.0
Published 2022-08-19 625 days ago
Needs compilation? no
License MIT
License File
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Maintainer

Maintainer

Chainarong Amornbunchornvej

grandca@gmail.com

Authors

Chainarong Amornbunchornvej

aut / cre

Material

README
NEWS
Reference manual
Package source

Vignettes

MRReg_demo

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

MRReg archive

Depends

R ≥ 3.5.0
caret

Imports

igraph

Suggests

knitr
rmarkdown
markdown