Philosophical Implications of Recent Advances in Causal Modeling (因果建模和推理的新方法的哲學探究)

Research Output

  • 5 Journal Article (refereed)
  • 2 Conference paper (refereed)
  • 1 Conference Paper (other)
2020

Causal Discovery from Heterogeneous/Nonstationary Data

HUANG, B., ZHANG, K., ZHANG, J., RAMSEY, J., GLYMOUR, C. & SCHÖKOPF, B., May 2020, In : Journal of Machine Learning Research. 21, 53 p.

Research output: Journal PublicationsJournal Article (refereed)

Open Access
2017

Weakening faithfulness : some heuristic causal discovery algorithms

Zhalama, ZHANG, J. & MAYER, W., 1 Mar 2017, In : International Journal of Data Science and Analytics. 3, 2, p. 93-104 12 p.

Research output: Journal PublicationsJournal Article (refereed)

Open Access
2 Citations (Scopus)
2016

A General Independence Approach to the Inference of Causal Asymmetry

ZHANG, J., 7 Jan 2016.

Research output: Other Conference ContributionsConference Paper (other)

On the identifiability and estimation of functional causal models in the presence of outcome-dependent selection

ZHANG, K., ZHANG, J., HUANG, B., SCHÖLKOPF, B. & GLYMOUR, C., 1 Jan 2016, Proceedings of the 32nd Conference on Uncertainty in Artificial Intelligence (UAI 2016). AUAI Press, p. 825-834 10 p.

Research output: Book Chapters | Papers in Conference ProceedingsConference paper (refereed)

5 Citations (Scopus)

The three faces of faithfulness

ZHANG, J. & SPIRTES, P., Apr 2016, In : Synthese. 193, 4, p. 1011-1027 17 p.

Research output: Journal PublicationsJournal Article (refereed)

10 Citations (Scopus)
2015

Distinguishing cause from effect based on exogeneity

ZHANG, K., ZHANG, J. & SCHÖKOPF, B., 22 Apr 2015, Proceedings of the 15th conference on Theoretical Aspects of Rationality and Knowledge. RAMANUJAM, R. (ed.). TARK 2015, p. 261-271 11 p.

Research output: Book Chapters | Papers in Conference ProceedingsConference paper (refereed)

Open Access

Likelihood and consilience : on Forster’s counterexamples to the likelihood theory of evidence

ZHANG, J. & ZHANG, K., Dec 2015, In : Philosophy of Science. 82, 5, p. 930-940 11 p.

Research output: Journal PublicationsJournal Article (refereed)

On estimation of functional causal models : general results and application to the post-nonlinear causal model

ZHANG, K., WANG, Z., ZHANG, J. & SCHOLKOPF, B., 1 Dec 2015, In : ACM Transactions on Intelligent Systems and Technology. 7, 2

Research output: Journal PublicationsJournal Article (refereed)

12 Citations (Scopus)