inTrees: Interpret Tree Ensembles

For tree ensembles such as random forests, regularized random forests and gradient boosted trees, this package provides functions for: extracting, measuring and pruning rules; selecting a compact rule set; summarizing rules into a learner; calculating frequent variable interactions; formatting rules in latex code. Reference: Interpreting tree ensembles with inTrees (Houtao Deng, 2019, <doi:10.1007/s41060-018-0144-8>).

Getting started

Package details

AuthorHoutao Deng [aut, cre], Xin Guan [aut], Vadim Khotilovich [aut]
MaintainerHoutao Deng <softwaredeng@gmail.com>
LicenseGPL (>= 3)
Version1.3
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("inTrees")

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inTrees documentation built on June 1, 2022, 1:06 a.m.