Guilherme Seidyo Imai Aldeia

According to our database, Guilherme Seidyo Imai Aldeia authored at least 12 papers between 2018 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2025

Towards symbolic regression for interpretable clinical decision scores.

Guilherme Seidyo Imai Aldeia, Joseph D. Romano, Fabrício Olivetti de França, Daniel S. Herman, William G. La Cava

CoRR, December, 2025

Current Challenges of Symbolic Regression: Optimization, Selection, Model Simplification, and Benchmarking.

Guilherme Seidyo Imai Aldeia

CoRR, December, 2025

Iterative Learning of Computable Phenotypes for Treatment Resistant Hypertension using Large Language Models.

Guilherme Seidyo Imai Aldeia, Daniel S. Herman, William G. La Cava

Proceedings of the Machine Learning for Healthcare Conference (MLHC 2025), 2025

Call for Action: towards the next generation of symbolic regression benchmark.

Guilherme Seidyo Imai Aldeia, Hengzhe Zhang, Geoffrey F. Bomarito, Miles D. Cranmer, Alcides Fonseca, Bogdan Burlacu, William G. La Cava, Fabrício Olivetti de França

Proceedings of the Genetic and Evolutionary Computation Conference Companion, 2025

2024

Minimum variance threshold for epsilon-lexicase selection.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França, William G. La Cava

Proceedings of the Genetic and Evolutionary Computation Conference, 2024

Inexact Simplification of Symbolic Regression Expressions with Locality-sensitive Hashing.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França, William G. La Cava

Proceedings of the Genetic and Evolutionary Computation Conference, 2024

2022

Interpretability in symbolic regression: a benchmark of explanatory methods using the Feynman data set.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França

Genet. Program. Evolvable Mach., 2022

Interaction-transformation evolutionary algorithm with coefficients optimization.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França

Proceedings of the GECCO '22: Genetic and Evolutionary Computation Conference, Companion Volume, Boston, Massachusetts, USA, July 9, 2022

2021

Interaction-Transformation Evolutionary Algorithm for Symbolic Regression.

Fabrício Olivetti de França, Guilherme Seidyo Imai Aldeia

Evol. Comput., 2021

Measuring feature importance of symbolic regression models using partial effects.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França

Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021

2020

A Parametric Study of Interaction-Transformation Evolutionary Algorithm for Symbolic Regression.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França

Proceedings of the IEEE Congress on Evolutionary Computation, 2020

2018

Lightweight Symbolic Regression with the Interaction - Transformation Representation.

Guilherme Seidyo Imai Aldeia, Fabrício Olivetti de França

Proceedings of the 2018 IEEE Congress on Evolutionary Computation, 2018