most citedCAPITAL: Optimal Subgroup Identification via Constrained Policy Tree Search

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stat.ML2024

Challenges in Variable Importance Ranking Under Correlation

Annie Liang, Thomas Jemielita, Andy Liaw +4

Variable importance plays a pivotal role in interpretable machine learning as it helps measure the impact of factors on the output of the prediction model. Model agnostic methods b…

stat.ML2021★ 2 cited

CAPITAL: Optimal Subgroup Identification via Constrained Policy Tree Search

Hengrui Cai, Wenbin Lu, Rachel Marceau West +2

Personalized medicine, a paradigm of medicine tailored to a patient's characteristics, is an increasingly attractive field in health care. An important goal of personalized medicin…