Infusing domain knowledge in AI-based "black box" models for better explainability with application in bankruptcy prediction

no code implementations • 27 May 2019 • Sheikh Rabiul Islam, William Eberle, Sid Bundy, Sheikh Khaled Ghafoor

Although "black box" models such as Artificial Neural Networks, Support Vector Machines, and Ensemble Approaches continue to show superior performance in many disciplines, their adoption in the sensitive disciplines (e. g., finance, healthcare) is questionable due to the lack of interpretability and explainability of the model.

Explainable artificial intelligence