Proportionality is an attractive fairness concept that has been applied to a range of problems including the facility location problem, a classic problem in social choice.
Afundamental challenge indeep metric learning isthegeneralization capability of the feature embedding network model since the embedding network learned ontraining classes needtobeevaluated onnewtestclasses.