Before revision:  The price of explainability can be thought of as the loss in terms of quality that is unavoidable if we restrict these systems to use explainablemethods. We study the price of explainability, under a theoretical perspective, for clustering tasks .
After revision:  The price of explainability can be thought of as the loss in terms of the objective function, if we force the final partition to be explainable .