Variable selection for individualised treatment rules with discrete outcomes
Zeyu Bian,
Erica E M Moodie,
Susan M Shortreed
et al.
Abstract:An individualised treatment rule (ITR) is a decision rule that aims to improve individuals’ health outcomes by recommending treatments according to subject-specific information. In observational studies, collected data may contain many variables that are irrelevant to treatment decisions. Including all variables in an ITR could yield low efficiency and a complicated treatment rule that is difficult to implement. Thus, selecting variables to improve the treatment rule is crucial. We propose a doubly robust vari… Show more
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