S-BDT: Distributed Differentially Private Boosted Decision Trees

Thorsten Peinemann, Moritz Kirschte, Joshua Stock +2

We introduce S-BDT: a novel $(\epsilon ,\hat{I}´)$-differentially private distributed gradient boosted decision tree (GBDT) learner that improves the protection of single training data…