inTrees

Interpret Tree Ensembles

CRAN Package

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).


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  • Imports6 packages