1 code implementation • 8 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.
no code implementations • 8 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.
1 code implementation • 8 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.
1 code implementation • 11 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.