A Ratio-Based Shapley Value for Collaborative Machine Learning - Extended Version

Björn Filter, Ralf Möller, Özgür Lütfü Özçep

Collaborative machine learning enables multiple data owners to jointly train models for improved predictive performance. However, ensuring incentive compatibility and fair contribu…