Integration of Neural Network-Based Symbolic Regression in Deep Learning for Scientific Discovery

Symbolic regression is a powerful technique to discover analytic equations that describe data, which can lead to explainable models and the ability to predict unseen data. In contrast, neural networks have achieved amazing levels of accuracy on image recognition and natural language processing tasks...

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Bibliographic Details
Main Authors: Kim, Samuel, Lu, Peter Y, Mukherjee, Srijon, Gilbert, Michael, Jing, Li, Ceperic, Vladimir, Soljacic, Marin
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2022
Online Access:https://hdl.handle.net/1721.1/142227