| On the completeness of orientation rules for causal discovery in the presence of latent confounders and selection bias J Zhang Artificial Intelligence 172 (16-17), 1873-1896, 2008 | 521 | 2008 |
| Adjacency-faithfulness and conservative causal inference J Ramsey, J Zhang, PL Spirtes arXiv preprint arXiv:1206.6843, 2012 | 344 | 2012 |
| Causal discovery from heterogeneous/nonstationary data B Huang, K Zhang, J Zhang, J Ramsey, R Sanchez-Romero, C Glymour, ... Journal of Machine Learning Research 21 (89), 1-53, 2020 | 250 | 2020 |
| Causal Reasoning with Ancestral Graphs. J Zhang Journal of Machine Learning Research 9 (7), 2008 | 214 | 2008 |
| Causal discovery from nonstationary/heterogeneous data: Skeleton estimation and orientation determination K Zhang, B Huang, J Zhang, C Glymour, B Schölkopf IJCAI: Proceedings of the Conference 2017, 1347, 2017 | 169 | 2017 |
| Detection of unfaithfulness and robust causal inference J Zhang, P Spirtes Minds and Machines 18, 239-271, 2008 | 169 | 2008 |
| Strong faithfulness and uniform consistency in causal inference J Zhang, PL Spirtes arXiv preprint arXiv:1212.2506, 2012 | 117 | 2012 |
| On estimation of functional causal models: general results and application to the post-nonlinear causal model K Zhang, Z Wang, J Zhang, B Schölkopf ACM Transactions on Intelligent Systems and Technology (TIST) 7 (2), 1-22, 2015 | 116 | 2015 |
| Actual causation: a stone soup essay C Glymour, D Danks, B Glymour, F Eberhardt, J Ramsey, R Scheines, ... Synthese 175, 169-192, 2010 | 115 | 2010 |
| Causal identification under markov equivalence: Completeness results A Jaber, J Zhang, E Bareinboim International Conference on Machine Learning, 2981-2989, 2019 | 95 | 2019 |
| Probabilistic workflow mining R Silva, J Zhang, JG Shanahan Proceedings of the eleventh ACM SIGKDD international conference on Knowledge …, 2005 | 91 | 2005 |
| Causal inference and reasoning in causally insufficient systems J Zhang PhD thesis, Carnegie Mellon University, 2006 | 75 | 2006 |
| The three faces of faithfulness J Zhang, P Spirtes Synthese 193, 1011-1027, 2016 | 58 | 2016 |
| Towards characterizing Markov equivalence classes for directed acyclic graphs with latent variables AR Ali, TS Richardson, PL Spirtes, J Zhang arXiv preprint arXiv:1207.1365, 2012 | 54 | 2012 |
| Method and apparatus for probabilistic workflow mining J Shanahan, R Silva, J Zhang US Patent App. 11/506,844, 2007 | 54 | 2007 |
| Intervention, determinism, and the causal minimality condition J Zhang, P Spirtes Synthese 182, 335-347, 2011 | 49 | 2011 |
| Distinguishing cause from effect based on exogeneity K Zhang, J Zhang, B Schölkopf arXiv preprint arXiv:1504.05651, 2015 | 43 | 2015 |
| A uniformly consistent estimator of causal effects under the k-triangle-faithfulness assumption P Spirtes, J Zhang Statistical Science, 662-678, 2014 | 42 | 2014 |
| A comparison of three occam's razors for markovian causal models J Zhang The British journal for the philosophy of science, 2013 | 42 | 2013 |
| A transformational characterization of markov equivalence for directed acyclic graphs with latent variables J Zhang, PL Spirtes arXiv preprint arXiv:1207.1419, 2012 | 41 | 2012 |
