1 code implementation • 10 Jul 2020 • Mikko A. Heikkilä, Antti Koskela, Kana Shimizu, Samuel Kaski, Antti Honkela
In this paper we combine additively homomorphic secure summation protocols with differential privacy in the so-called cross-silo federated learning setting.
1 code implementation • NeurIPS 2017 • Mikko Heikkilä, Eemil Lagerspetz, Samuel Kaski, Kana Shimizu, Sasu Tarkoma, Antti Honkela
Many applications of machine learning, for example in health care, would benefit from methods that can guarantee privacy of data subjects.