Black Box Model Explanations and the Human Interpretability Expectations -- An Analysis in the Context of Homicide Prediction

José Ribeiro, Níkolas Carneiro, Ronnie Alves

Strategies based on Explainable Artificial Intelligence (XAI) have promoted better human interpretability of the results of black box models. This opens up the possibility of quest…