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Equation Learner, a neural network approach to symbolic regression
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EQL-DIV-ICML
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README.md

README.md

EQL

Equation Learner, a neural network approach to symbolic regression

We present an approach to identify concise equations from data using a shallow neural network approach. In contrast to ordinary black-box regression, this approach allows understanding functional relations and generalizing them from observed data to unseen parts of the parameter space.

Theano implementation:

  • See the subdirectory EQL-DIV-ICML for the Theano code implementing the EQL-Division model.

Tensorflow implementation:

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