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Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness.

, , и . AISTATS, том 54 из Proceedings of Machine Learning Research, стр. 1523-1531. PMLR, (2017)

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A Bayesian Approach for Inferring Local Causal Structure in Gene Regulatory Networks., , , и . PGM, том 72 из Proceedings of Machine Learning Research, стр. 37-48. PMLR, (2018)Beyond the Markov Equivalence Class: Extending Causal Discovery under Latent Confounding., , , и . CLeaR, том 213 из Proceedings of Machine Learning Research, стр. 707-725. PMLR, (2023)Causal Shapley Values: Exploiting Causal Knowledge to Explain Individual Predictions of Complex Models., , , и . NeurIPS, (2020)MASSIVE: Tractable and Robust Bayesian Learning of Many-Dimensional Instrumental Variable Models., , и . UAI, том 124 из Proceedings of Machine Learning Research, стр. 1049-1058. AUAI Press, (2020)Robust Causal Estimation in the Large-Sample Limit without Strict Faithfulness., , и . AISTATS, том 54 из Proceedings of Machine Learning Research, стр. 1523-1531. PMLR, (2017)Large-scale local causal inference of gene regulatory relationships., , и . Int. J. Approx. Reason., (2019)Greedy equivalence search in the presence of latent confounders., и . UAI, том 180 из Proceedings of Machine Learning Research, стр. 443-452. PMLR, (2022)