Training neural networks with classification rules for incorporating domain knowledge

Author:

Zhang WenyuORCID,Liu FayaoORCID,Nguyen Cuong ManhORCID,Ou Yang Zhong Liang,Ramasamy Savitha,Foo Chuan-ShengORCID

Funder

Agency for Science Technology and Research

Publisher

Elsevier BV

Reference35 articles.

1. Informed machine learning - A taxonomy and survey of integrating prior knowledge into learning systems;von Rueden;IEEE Trans. Knowl. Data Eng.,2021

2. Scientific machine learning through physics-informed neural networks: Where we are and what’s next;Cuomo;J. Sci. Comput.,2022

3. Deep logic networks: Inserting and extracting knowledge from deep belief networks;Tran;IEEE Trans. Neural Netw. Learn. Syst.,2018

4. L. de Penning, A. Garcez, L. Lamb, J.-j. Meyer, A Neural-Symbolic Cognitive Agent for Online Learning and Reasoning, in: International Joint Conference on Artificial Intelligence, IJCAI, 2011.

5. Y. Gorishniy, I. Rubachev, V. Khrulkov, A. Babenko, Revisiting Deep Learning Models for Tabular Data, in: Advances in Neural Information Processing Systems, NeurIPS, 2021.

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