Open your black box classifier

Abstract

Abstract A priority for machine learning in healthcare and other high stakes applications is to enable end‐users to easily interpret individual predictions. This opinion piece outlines recent developments in interpretable classifiers and methods to open black box models.

Keywords

• decision support systems
• feature extraction
• feature selection
• learning (artificial intelligence)
• neural nets