GATree: Evolutionary decision tree classifier in Python
Tadej Lahovnik, Sašo Karakatič · The Journal of Open Source Software · 2024
GATree is a Python library that simplifies the way decision trees are constructed and optimised for classification machine learning tasks 1 .Leveraging the principles of standard genetic algorithms, GATree allows for the dynamic evolution of decision tree structures, providing a flexible and powerful tool for machine learning practitioners.Unlike traditional decision tree algorithms that follow a deterministic path based on statistical models or information theory, GATree introduces an evolutionary process where selection, mutation, and crossover operations guide the development of optimised trees.This method enhances the adaptability and performance of decision trees and opens new possibilities for addressing complex classification problems.GATree stands out as a user-friendly, highly customisable solution, enabling users to tailor fitness functions and algorithm parameters to meet specific project needs, whether in academic research or practical applications.