Search Results for author: Guilherme Seidyo Imai Aldeia

Found 4 papers, 3 papers with code

Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive Hashing

1 code implementation8 Apr 2024 Guilherme Seidyo Imai Aldeia, Fabricio Olivetti de Franca, William G. La Cava

Symbolic regression (SR) searches for parametric models that accurately fit a dataset, prioritizing simplicity and interpretability.

regression Symbolic Regression

Minimum variance threshold for epsilon-lexicase selection

no code implementations8 Apr 2024 Guilherme Seidyo Imai Aldeia, Fabricio Olivetti de Franca, William G. La Cava

Parent selection plays an important role in evolutionary algorithms, and many strategies exist to select the parent pool before breeding the next generation.

Evolutionary Algorithms regression +1

Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data set

1 code implementation8 Apr 2024 Guilherme Seidyo Imai Aldeia, Fabricio Olivetti de Franca

This paper proposes a benchmark scheme to evaluate explanatory methods to explain regression models, mainly symbolic regression models.

Fairness regression +1

Interaction-Transformation Evolutionary Algorithm for Symbolic Regression

1 code implementation11 Feb 2019 Fabricio Olivetti de Franca, Guilherme Seidyo Imai Aldeia

The Interaction-Transformation (IT) is a new representation for Symbolic Regression that restricts the search space into simpler, but expressive, function forms.

regression Symbolic Regression

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