Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption

Stephen Hardy, Wilko Henecka, Hamish Ivey-Law +4

Consider two data providers, each maintaining private records of different feature sets about common entities. They aim to learn a linear model jointly in a federated setting, name…