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A semiparametric instrumental variable approach to optimal treatment regimes under endogeneity

21 November 2019

Yifan Cui

E. T. Tchetgen Tchetgen

CML

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Papers citing "A semiparametric instrumental variable approach to optimal treatment regimes under endogeneity"

20 / 20 papers shown

Title
Deep Causal Behavioral Policy Learning: Applications to Healthcare Jonas Knecht Anna Zink Jonathan Kolstad Maya Petersen CML 121 0 0 05 Mar 2025
Individualized Multi-Treatment Response Curves Estimation using RBF-net with Shared Neurons Peter Chang Arkaprava Roy CML 56 1 0 29 Jan 2024
A Semiparametric Instrumented Difference-in-Differences Approach to Policy Learning Pan Zhao Yifan Cui CML 78 1 0 14 Oct 2023
Conditional Instrumental Variable Regression with Representation Learning for Causal Inference Debo Cheng Ziqi Xu Jiuyong Li Lin Liu Jixue Liu T. Le CML 68 6 0 03 Oct 2023
Personalized Pricing with Invalid Instrumental Variables: Identification, Estimation, and Policy Learning Rui Miao Zhengling Qi Cong Shi Lin Lin 53 2 0 24 Feb 2023
Efficient and robust transfer learning of optimal individualized treatment regimes with right-censored survival data Pan Zhao Julie Josse Shu Yang OffRL 77 3 0 13 Jan 2023
An Instrumental Variable Approach to Confounded Off-Policy Evaluation Yang Xu Jin Zhu C. Shi Shuang Luo R. Song OffRL 104 18 0 29 Dec 2022
Optimal Treatment Regimes for Proximal Causal Learning Tao Shen Yifan Cui CML 70 3 0 19 Dec 2022
Meta-analysis of individualized treatment rules via sign-coherency Jay Jojo Cheng J. Huling Guanhua Chen 101 0 0 28 Nov 2022
Statistical Estimation of Confounded Linear MDPs: An Instrumental Variable Approach Miao Lu Wenhao Yang Liangyu Zhang Zhihua Zhang OffRL 73 1 0 12 Sep 2022
Estimating individual treatment effects under unobserved confounding using binary instruments Dennis Frauen Stefan Feuerriegel CML 91 20 0 17 Aug 2022
Policy Learning with Asymmetric Counterfactual Utilities Eli Ben-Michael Kosuke Imai Zhichao Jiang OffRL 66 16 0 21 Jun 2022
Optimal regimes for algorithm-assisted human decision-making M. Stensrud Julien David Laurendeau Aaron L Sarvet 50 15 0 06 Mar 2022
Finding the Optimal Dynamic Treatment Regime Using Smooth Fisher Consistent Surrogate Loss Nilanjana Laha Aaron Sonabend-W Rajarshi Mukherjee Tianxi Cai 42 2 0 03 Nov 2021
Individualized Decision-Making Under Partial Identification: Three Perspectives, Two Optimality Results, and One Paradox Yifan Cui 92 18 0 21 Oct 2021
Safe Policy Learning through Extrapolation: Application to Pre-trial Risk Assessment Eli Ben-Michael D. J. Greiner Kosuke Imai Zhichao Jiang OffRL 229 22 0 22 Sep 2021
Proximal Causal Inference for Complex Longitudinal Studies Andrew Ying Wang Miao Xu Shi E. T. Tchetgen 125 40 0 15 Sep 2021
Proximal Learning for Individualized Treatment Regimes Under Unmeasured Confounding Zhengling Qi Rui Miao Xiaoke Zhang CML 83 28 0 03 May 2021
Estimating and Improving Dynamic Treatment Regimes With a Time-Varying Instrumental Variable Shuxiao Chen B. Zhang 110 22 0 15 Apr 2021
On a necessary and sufficient identification condition of optimal treatment regimes with an instrumental variable Yifan Cui E. T. Tchetgen CML 123 6 0 07 Oct 2020