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) .


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install.packages("MRReg")

0.1.2 by Chainarong Amornbunchornvej, a month ago


https://github.com/DarkEyes/MRReg


Report a bug at https://github.com/DarkEyes/MRReg/issues


Browse source code at https://github.com/cran/MRReg


Authors: Chainarong Amornbunchornvej [aut, cre]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports igraph

Depends on caret

Suggests knitr, rmarkdown, markdown


See at CRAN