Rehearsal: learning from prediction to decision

Graphical abstract

Zhi-Hua Zhou is a Professor of Computer Science and Artificial Intelligence, Nanjing University, China. His main research interests are in artificial intelligence, machine learning and data mining. He is a Fellow of the ACM, AAAI, AAAS, IEEE, and member of Academia Europaea

References

[1] ZhouZ H. Machine Learning. Singapore: Springer, 2021

[2] GoodfellowI, BengioY, CourvilleA. Deep Learning. Cambridge: MIT Press, 2016

[3] ZhouZ H. Open environment machine learning. National Science Review, 2022,

[4] PearlJ. Causality: Models, Reasoning, and Inference. 2nd ed. Cambridge: Cambridge University Press, 2009

[5] ImbensG W, RubinD B. Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. New York: Cambridge University Press, 2015

Acknowledgements

The author wants to thank Tian-Zuo Wang and Tian Qin for discussion. This research was supported by the National Natural Science Foundation of China (Grant No. 61921006).

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