Muhammad Umair Raza

Secure Distributed Sparse Gaussian Process Models Using Multi-Key Homomorphic Encryption

Distributed sparse Gaussian process (dGP) models provide an ability to achieve accurate predictive performance using data from multiple devices in a time efficient and scalable manner. The distributed computation of model, however, risks exposure of privately owned data to public manipulation. In th…