Shannon Kroes

Differentially Private Block Coordinate Descent for Linear Regression on Vertically Partitioned Data

2022 · Preprints.org

We present a differentially private extension of the block coordinate descent based on objective perturbation. The algorithm iteratively performs linear regression in a federated setting on vertically partitioned data. In addition to a privacy guarantee, …