Bootstrap-based Causal Structure Learning

Author:

Guo Xianjie1,Wang Yujie1,Huang Xiaoling1,Yang Shuai1,Yu Kui1

Affiliation:

1. Hefei University of Technology, Hefei, China

Funder

National Natural Science Foundation of China

National Key Research and Development Program of China

Key Project of the Natural Science Foundation of Educational Commission of Anhui Province

Publisher

ACM

Reference48 articles.

1. Local causal and Markov blanket induction for causal discovery and feature selection for classification part I: algorithms and empirical evaluation;Aliferis Constantin F;Journal of Machine Learning Research,2010

2. Leo Breiman . 1996. Bagging predictors. Machine learning , Vol. 24 , 2 ( 1996 ), 123--140. Leo Breiman. 1996. Bagging predictors. Machine learning, Vol. 24, 2 (1996), 123--140.

3. Causal Discovery with Cascade Nonlinear Additive Noise Model

4. Rui Chen , Sanjeeb Dash , and Tian Gao . 2021 . Integer Programming for Causal Structure Learning in the Presence of Latent Variables . In Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18--24 July 2021, Virtual Event , Vol. 139 . 1550--1560. Rui Chen, Sanjeeb Dash, and Tian Gao. 2021. Integer Programming for Causal Structure Learning in the Presence of Latent Variables. In Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18--24 July 2021, Virtual Event, Vol. 139. 1550--1560.

5. Optimal structure identification with greedy search;Chickering David Maxwell;Journal of machine learning research,2002

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