Logical Investigations of Causal Models and Counterfactual Structures (因果模型與反實結構的邏輯探究)

  • ZHANG, Jiji (PI)
  • EBERHARDT, Frederick (CoI)
  • YIN, Yimu (CoI)

Project Details

StatusFinished
Effective start/end date1/09/1831/12/20

Funding

  • Research Grants Council (HKSAR): HK$161,358.00

Funding Scheme

  • General Research Fund

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  • ASP-based discovery of semi-Markovian causal models under weaker assumptions

    ZHALAMA, ZHANG, J., EBERHARDT, F., MAYER, W. & LI, M. J., 10 Aug 2019, Proceedings of the 28th International Joint Conference on Artificial Intelligence, IJCAI 2019. Kraus, S. (ed.). International Joint Conferences on Artificial Intelligence, p. 1488-1494 7 p. (IJCAI International Joint Conference on Artificial Intelligence; vol. 2019-August).

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

    6 Citations (Scopus)
  • Causal identification under Markov Equivalence : Completeness results

    JABER, A., ZHANG, J. & BAREINBOIM, E., Jun 2019, Proceedings of the 36th International Conference on Machine Learning. CHAUDHURI, K. & SALAKHUTDINOV, R. (eds.). p. 2981-2989 9 p. (Proceedings of Machine Learning Research (PMLR); vol. 97).

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

    Open Access
    13 Citations (Scopus)
  • Identification of Conditional Causal Effects under Markov Equivalence

    JABER, A., ZHANG, J. & BAREINBOIM, E., Dec 2019, Advances in Neural Information Processing Systems, 32 : 33rd Conference on Neural Information Processing Systems (NeurIPS 2019). WALLACH, H. M., LAROCHELLE, H., BEYGELZIMER, A., D'ALCHÉ-BUC, F., FOX, E. A. & GARNETT, R. (eds.). Neural Information Processing Systems Foundation, 9 p. (Advances in Neural Information Processing Systems).

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

    Open Access
    5 Citations (Scopus)