filter_irrelevant_rules {CRE}R Documentation

Filter irrelevant decision rules using leave-one-out pruning

Description

Filters the irrelevant decision rules. The irrelevant rules are interpreted as an error increase after removing a variable-value pair from the decision rules (see “Interpreting tree ensembles with the inTrees package” by Houtao Deng, 2019).

Usage

filter_irrelevant_rules(rules, X, ite, t_decay)

Arguments

rules

A list of rules.

X

A features matrix.

ite

An estimated ITE.

t_decay

The decay threshold for rules pruning.

Value

A list of “relevant” rules.


[Package CRE version 0.2.7 Index]