Guilherme Aldeia's repositories
AInet-based-Symbolic-Regression
Haskell implementation of a symbolic regression algorithm. The regression search is done by means of the IT data structure, and the general structure of the algorithm is based on the AInet algorithm (artificial imunne network).
itea-python
Package for Interaction-Transformation Evolutionary Algorithm implementation (ITEA) in python for Classification and Regression, together with an model-specific explainer.
iirsBenchmark
Repository presented in the paper "Interpretability in Symbolic Regression: a benchmark of Explanatory Methods using the Feynman data set"
brain-tissue-segmentation-esquizophrenia
Projeto desenvolvido para a disciplina Visão Computacional na UFABC, ministrada pelo Prof. Dr. Francisco Zampirolli. O projeto envolve o uso de técnicas de visão computacional para processamento de imagens de ressonância magnética obtidas de pacientes saudáveis e esquizofrênicos. Para validação da estratégia de segmentação utilizada, dois modelos simples de aprendizado de máquina (KNN e SVM) foram utilizados, para verificar se é possível utilizar o resultado da visão computacional para diagnosticar pacientes.
GP-NLS-julia
Julia implementation of the GP-NLS algorithm described in the paper "Parameter identifcation for symbolic regression using nonlinear least squares"
hashing-symbolic-expressions
Simplifying symbolic regression expressions through memoization and locality-sensitive hashing
laboratory-assistant
Lightweight Symbolic Regression using the Interaction-Transformation representation, implemented in JavaScript to run on websites (executed on client-side).
lasso-regression-study
Projeto final desenvolvido para a disciplina Fundamentos de Matemática para Computação, ministrada pelo Prof. Dr. Saul Leite na Universidade Federal do ABC durante o primeiro quadrimestre de 2020.
presentations
Repositório para organizar minhas apresentações e disponibilizá-las.
sensitivity-analysis-ITSR
Repository with source code used to perform a sensitivity analysis of the symbolic regression evolutionary algorithm based on the Interaction-Transformation representation.
UFABC-ML-2018
Exercícios desenvolvidos durante a disciplina de Aprendizagem de Máquina na UFABC
boilerplate-repository
Simple GitHub repository boilerplate, made to unify my repositories folder structures.
itea-julia
Interaction-Transformation Evolutionary Algorithm in julia with different optimization heuristics
covid-sus-datavis-brasil
Website containing an EDA with OpenDataSUS ITU occupation's dataset
cpp-library-template
An OS-agnostic C++ library template in plain CMake.
experiments-ITEA-paper
Source code for the experiments in the ITEA paper
feat
A feature engineering automation tool for learning data representations
gAldeia
Personal matters repository
gAldeia.github.io
Lightweight symbolic regression algorithm implementation.
lshash
locality sensitive hashing (LSHASH) for Python3
operon
C++ Large Scale Genetic Programming
partial-effects-ITEA
Data and experiments scripts for the paper investigating different model agnostic explainers for ITEA algorithm
SOFTX_2019_170
Modified version of the GSGP-C++ 2.0: a Geometric Semantic Genetic Programming Framework. Original code at: https://github.com/ElsevierSoftwareX/SOFTX_2019_170.
srbench
A living benchmark framework for symbolic regression
symbolicregression
SR based on LLMs.