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experimental data

8 papers

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observational data (5) causal inference (5) causal effect estimation (3) active learning (2) bayesian method (1) conditional treatment effect (1) do calculus (1) counterfactual identification (1) polynomial programming (1) adjustment set (1)

Papers

Combining Experimental and Historical Data for Policy Evaluation ICML 2024 FAIR: Fair Collaborative Active Learning with Individual Rationality for Scientific Discovery AISTATS 2023 Learning Treatment Effects from Observational and Experimental Data AISTATS 2023 Partial Counterfactual Identification from Observational and Experimental Data ICML 2022 Learning Adjustment Sets from Observational and Limited Experimental Data AAAI 2021 Removing Hidden Confounding by Experimental Grounding NeurIPS 2018 Ultra-Scalable and Efficient Methods for Hybrid Observational and Experimental Local Causal Pathway Discovery JMLR 2015 Transportability from Multiple Environments with Limited Experiments: Completeness Results NeurIPS 2014