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To Impute or not to Impute? Missing Data in Treatment Effect Estimation.

, , , , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 3568-3590. PMLR, (2023)

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Gain: Missing data imputation using generative adversarial nets, , and . International conference on machine learning, page 5689--5698. PMLR, (2018)ASAC: Active Sensing using Actor-Critic models., , and . MLHC, volume 106 of Proceedings of Machine Learning Research, page 451-473. PMLR, (2019)Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations., , , and . CoRR, (2020)GANITE: Estimation of Individualized Treatment Effects using Generative Adversarial Nets., , and . ICLR (Poster), OpenReview.net, (2018)Deep-Treat: Learning Optimal Personalized Treatments From Observational Data Using Neural Networks., , and . AAAI, page 2071-2078. AAAI Press, (2018)Learning Queueing Policies for Organ Transplantation Allocation using Interpretable Counterfactual Survival Analysis., , , , , and . ICML, volume 139 of Proceedings of Machine Learning Research, page 792-802. PMLR, (2021)To Impute or not to Impute? Missing Data in Treatment Effect Estimation., , , , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 3568-3590. PMLR, (2023)Lifelong Bayesian Optimization., , , and . CoRR, (2019)INVASE: Instance-wise Variable Selection using Neural Networks., , and . ICLR (Poster), OpenReview.net, (2019)KnockoffGAN: Generating Knockoffs for Feature Selection using Generative Adversarial Networks., , and . ICLR, OpenReview.net, (2019)