Abductive learning: towards bridging machine learning and logical reasoning

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  1. 1

    de Raedt L, Frasconi P, Kersting K, et al. Probabilistic Inductive Logic Programming. Berlin: Springer, 2008

    Google Scholar 

  2. 2

    Getoor L, Taskar B, eds. Introduction to Statistical Relational Learning. Cambridge: MIT Press, 2007

    Google Scholar 

  3. 3

    Magnani L. Abductive Cognition: the Epistemological and Eco-Cognitive Dimensions of Hypothetical Reasoning. Berlin: Springer, 2009

    Google Scholar 

  4. 4

    Mooney R J. Integrating abduction and induction in machine learning. In: Abduction and Induction. Dordrecht: Kluwer Academic Publishers, 2000. 181–191

    Google Scholar 

  5. 5

    Muggleton S H, Bryant C H. Theory completion using inverse entailment. In: Proceedings of the 10th International Conference on Inductive Logic Programming, London, 2000. 130–146

    Google Scholar 

  6. 6

    Dai W-Z, Zhou Z-H. Combining logic abduction and statistical induction: discovering written primitives with human knowledge. In: Proceedings of the 31st AAAI Conference on Artificial Intelligence, San Francisco, 2017. 2977–2983

    Google Scholar 

  7. 7

    Zhou Z-H. A brief introduction to weakly supervised learning. Natl Sci Rev, 2018, 5: 44–53

    Article  Google Scholar 

  8. 8

    Zhou Z-H. Learnware: on the future of machine learning. Front Comput Sci, 2016, 10: 589–590

    Article  Google Scholar 

  9. 9

    Dai W-Z, Xu Q-L, Yu Y, et al. Tunneling neural perception and logic reasoning through abductive learning. 2018. ArXiv: 1802.01173

    Google Scholar 

  10. 10

    Garcez A S D, Broda K B, Gabbay D M. Neural-Symbolic Learning Systems: Foundations and Applications. London: Springer, 2009

    Google Scholar 

Download references


This work was supported by National Key R&D Program of China (Grant No. 2018YFB1004300) and National Natural Science Foundation of China (Grant No. 61751306).

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Correspondence to Zhi-Hua Zhou.

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Zhou, ZH. Abductive learning: towards bridging machine learning and logical reasoning. Sci. China Inf. Sci. 62, 76101 (2019). https://doi.org/10.1007/s11432-018-9801-4

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