On Explaining Classifiers using Instance Abstractions

Two types of explanations for the decisions made by classifiers have been studied extensively in the AI literature. The first type explains why a decision was made and is known as a sufficient reason for the decision. The second type explains how a decision can be changed and is known as a necessary... View More