select_rules {CRE} | R Documentation |
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.
[Package CRE version 0.2.7 Index]