Interpretable Subgroup Discovery in Treatment Effect Estimation with
Application to Opioid Prescribing Guidelines

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Interpretable Subgroup Discovery in Treatment Effect Estimation with Application to Opioid Prescribing Guidelines

8 May 2019

Kush R. Varshney

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Papers citing "Interpretable Subgroup Discovery in Treatment Effect Estimation with Application to Opioid Prescribing Guidelines"

9 / 9 papers shown

Title
A Deep Subgrouping Framework for Precision Drug Repurposing via Emulating Clinical Trials on Real-world Patient Data Seungyeon Lee Ruoqi Liu Feixiong Cheng Ping Zhang 58 0 0 31 Dec 2024
Identifying treatment response subgroups in observational time-to-event data Vincent Jeanselme Chang Ho Yoon Fabian Falck Brian D. M. Tom Jessica Barrett OOD CML 162 0 0 06 Aug 2024
SubgroupTE: Advancing Treatment Effect Estimation with Subgroup Identification Seungyeon Lee Ruoqi Liu Wenyu Song Lang Li Ping Zhang CML 63 0 0 22 Jan 2024
Benchmarking Heterogeneous Treatment Effect Models through the Lens of Interpretability Jonathan Crabbé Alicia Curth Ioana Bica M. Schaar CML 110 16 0 16 Jun 2022
auton-survival: an Open-Source Package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Event Data Chirag Nagpal Willa Potosnak A. Dubrawski CML OOD 128 24 0 15 Apr 2022
Interpretable Personalized Experimentation Han Wu S. Tan Weiwei Li Mia Garrard Adam Obeng Drew Dimmery Shaun Singh Hanson Wang Daniel R. Jiang E. Bakshy 65 6 0 05 Nov 2021
Estimating Heterogeneous Causal Effect of Polysubstance Usage on Drug Overdose from Large-Scale Electronic Health Record Vaishali Mahipal Mohammad Arif Ul Alam CML 13 3 0 15 May 2021
Deep Cox Mixtures for Survival Regression Chirag Nagpal Steve Yadlowsky Negar Rostamzadeh Katherine A. Heller CML 168 62 0 16 Jan 2021
Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect Tong Wang Cynthia Rudin CML BDL 87 27 0 16 Oct 2017