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MRReg  

MDL Multiresolution Linear Regression Framework
View on CRAN: Click here


Download and install MRReg package within the R console
Install from CRAN:
install.packages("MRReg")

Install from Github:
library("remotes")
install_github("cran/MRReg")

Install by package version:
library("remotes")
install_version("MRReg", "0.1.5")



Attach the package and use:
library("MRReg")
Maintained by
Chainarong Amornbunchornvej
[Scholar Profile | Author Map]
First Published: 2020-05-12
Latest Update: 2022-08-19
Description:
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) .
How to cite:
Chainarong Amornbunchornvej (2020). MRReg: MDL Multiresolution Linear Regression Framework. R package version 0.1.5, https://cran.r-project.org/web/packages/MRReg. Accessed 02 May. 2025.
Previous versions and publish date:
0.1.1 (2020-05-12 16:30), 0.1.2 (2020-09-12 07:20), 0.1.3 (2021-01-07 04:10), 0.1.4 (2021-03-28 12:30)
Other packages that cited MRReg R package
View MRReg citation profile
Other R packages that MRReg depends, imports, suggests or enhances
Complete documentation for MRReg
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