Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals
with Application to Proximal Causal Inference

Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference

7 April 2021

AmirEmad Ghassami

Papers citing "Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals with Application to Proximal Causal Inference"

14 / 14 papers shown

Title
Two-Stage Nuisance Function Estimation for Causal Mediation Analysis AmirEmad Ghassami AmirEmad Ghassami 46 1 0 31 Mar 2024
Doubly Robust Proximal Causal Learning for Continuous Treatments Yong Wu Yanwei Fu Shouyan Wang Xinwei Sun 40 2 0 22 Sep 2023
Partial Identification of Causal Effects Using Proxy Variables AmirEmad Ghassami I. Shpitser E. T. Tchetgen CML 40 8 0 10 Apr 2023
Asymptotic Theory for Doubly Robust Estimators with Continuous-Time Nuisance Parameters Andrew Ying 36 1 0 13 Feb 2023
Proximal Causal Learning of Conditional Average Treatment Effects Erik Sverdrup Yifan Cui CML 44 4 0 26 Jan 2023
Optimal Treatment Regimes for Proximal Causal Learning Tao Shen Yifan Cui CML 45 3 0 19 Dec 2022
Inference on Strongly Identified Functionals of Weakly Identified Functions Andrew Bennett Nathan Kallus Xiaojie Mao Whitney Newey Vasilis Syrgkanis Masatoshi Uehara 52 15 0 17 Aug 2022
Deep Learning Methods for Proximal Inference via Maximum Moment Restriction Benjamin Kompa David R. Bellamy Thomas Kolokotrones J. M. Robins Andrew L. Beam 41 13 0 19 May 2022
Proximal Causal Inference for Marginal Counterfactual Survival Curves Andrew Ying Yifan Cui E. T. Tchetgen 56 10 0 27 Apr 2022
Combining Experimental and Observational Data for Identification and Estimation of Long-Term Causal Effects AmirEmad Ghassami Alan Yang David Richardson I. Shpitser E. T. Tchetgen CML 79 17 0 26 Jan 2022
Causal Inference with Hidden Mediators AmirEmad Ghassami Alan Yang I. Shpitser E. T. Tchetgen 29 6 0 04 Nov 2021
Proximal Causal Inference for Complex Longitudinal Studies Andrew Ying Wang Miao Xu Shi E. T. Tchetgen 46 39 0 15 Sep 2021
Proximal Learning for Individualized Treatment Regimes Under Unmeasured Confounding Zhengling Qi Rui Miao Xiaoke Zhang CML 46 28 0 03 May 2021
Semiparametric proximal causal inference Yifan Cui Hongming Pu Xu Shi Wang Miao E. T. Tchetgen Tchetgen 28 101 0 17 Nov 2020