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DOE OSTI · code-34501

Deep Symbolic Regression

Abstract

Symbolic regression is the task of finding tractable mathematical expressions that best fit an input dataset. Deep symbolic regression (DSR) searches the space of tractable mathematical expressions by using a recurrent neural network that generates mathematical expressions. The network is trained using reinforcement learning.

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BibTeXRIS

Petersen, BrendenK, Larma, MikelL, Mundhenk, TerrellN, Kim, Sookyung, Kim, JoanneT, Santiago, ClaudioP. 2019-12-10. Deep Symbolic Regression. https://doi.org/10.11578/dc.20200220.1

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