Claudio Orlandi

Distributed Differentially Private Data Analytics via Secure Sketching

We introduce the *linear-transformation model*, a distributed model of differentially private data analysis. Clients have access to a trusted platform capable of applying a public matrix to their inputs. Such computations can be securely distributed across multiple servers using simple and efficien…