Interpreting Black-Box Classifiers Using Instance-Level Visual Explanations

Rivelo is proposed, a visual analytics interface that enables analysts to understand the causes behind predictions of binary classifiers by interactively exploring a set of instance-level explanations that are model-agnostic, treating a model as a black box.