select_rules: Select rules

In CRE: Interpretable Discovery and Inference of Heterogeneous Treatment Effects

Select rules

Description

Given a set of rules, selects the minimal set linearly decomposing the Conditional Average Treatment Effect (CATE) by LASSO (optionally with Stability Selection).

Usage

select_rules(rules_matrix, rules, ite, stability_selection, cutoff, pfer, B)

Arguments

rules_matrix	The rules matrix.
rules	A list of rules.
ite	The estimated ITE.
stability_selection	Stability selection method.
cutoff	Threshold (percentage) defining the minimum cutoff value for the stability scores. Only for stability selection.
pfer	Upper bound for the per-family error rate (tolerated amount of falsely selected rules). Only for stability selection.
B	Number of bootstrap samples.

Value

A minimal set of rules linearly decomposing the CATE.

CRE documentation built on Oct. 19, 2024, 5:07 p.m.