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Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect

16 October 2017

Papers citing "Causal Rule Sets for Identifying Subgroups with Enhanced Treatment Effect"

22 / 22 papers shown

Title
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
CURLS: Causal Rule Learning for Subgroups with Significant Treatment Effect Jiehui Zhou Linxiao Yang Xingyu Liu Xinyue Gu Lin Sun Wei Chen CML 75 0 0 01 Jul 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
Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy Learning K. Kim J. Zubizarreta 89 7 0 06 Jun 2023
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 15 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
Generalized and Scalable Optimal Sparse Decision Trees Jimmy J. Lin Chudi Zhong Diane Hu Cynthia Rudin Margo Seltzer 102 146 0 15 Jun 2020
Adaptive Hyper-box Matching for Interpretable Individualized Treatment Effect Estimation Marco Morucci Vittorio Orlandi Sudeepa Roy Cynthia Rudin A. Volfovsky CML 52 15 0 03 Mar 2020
Interpretable Companions for Black-Box Models Dan-qing Pan Tong Wang Satoshi Hara FaML 33 8 0 10 Feb 2020
Generalized Linear Rule Models Dennis L. Wei S. Dash Tian Gao Oktay Gunluk 69 64 0 05 Jun 2019
Hybrid Predictive Model: When an Interpretable Model Collaborates with a Black-box Model Tong Wang Qihang Lin 139 19 0 10 May 2019
Interpretable Subgroup Discovery in Treatment Effect Estimation with Application to Opioid Prescribing Guidelines Chirag Nagpal Dennis L. Wei B. Vinzamuri Monica Shekhar Sara E. Berger Subhro Das Kush R. Varshney CML 65 25 0 08 May 2019
Optimal Sparse Decision Trees Xiyang Hu Cynthia Rudin Margo Seltzer 143 175 0 29 Apr 2019
Boolean Decision Rules via Column Generation S. Dash Oktay Gunluk Dennis L. Wei 77 175 0 24 May 2018
FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference Tianyu Wang Cynthia Rudin M. Usaid Awan Yameng Liu Sudeepa Roy Cynthia Rudin A. Volfovsky 133 51 0 19 Jul 2017
Scalable Bayesian Rule Lists Hongyu Yang Cynthia Rudin Margo Seltzer TPM 65 212 0 27 Feb 2016
Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model Benjamin Letham Cynthia Rudin Tyler H. McCormick D. Madigan FAtt 78 747 0 05 Nov 2015
Causal Falling Rule Lists Fulton Wang Cynthia Rudin CML 73 21 0 18 Oct 2015
Falling Rule Lists Fulton Wang Cynthia Rudin 77 258 0 21 Nov 2014
Expert-Guided Subgroup Discovery: Methodology and Application D. Gamberger Nada Lavrac 83 221 0 22 Jun 2011