generate_rules {CRE}R Documentation

Generate rules

Description

Generates a list of rules characterizing the heterogeneity in the Conditional Average Treatment Effect (CATE) by tree-based methods (i.e., random forest).

Usage

generate_rules(X, ite, ntrees, node_size, max_rules, max_depth)

Arguments

X

A covariate matrix.

ite

A vector of estimated ITE.

ntrees

The number of decision trees for the random forest algorithm.

node_size

Minimum size of the trees' terminal nodes.

max_rules

Maximum number of candidate decision rules.

max_depth

Maximum rules length.

Value

A list of rules (names).


[Package CRE version 0.2.7 Index]