Adam Zychowski

Cultivating Archipelago of Forests: Evolving Robust Decision Trees Through Island Coevolution

Decision trees are widely used in machine learning due to their simplicity and interpretability, but they often lack robustness to adversarial attacks and data perturbations. The paper proposes a novel island-based coevolutionary algorithm (ICoEvoRDF) for constructing robust decision tree ensembles.…