Little is Enough: Improving Privacy by Sharing Labels in Federated Semi-Supervised Learning

no code implementations • 9 Oct 2023 • Amr Abourayya, Jens Kleesiek, Kanishka Rao, Erman Ayday, Bharat Rao, Geoff Webb, Michael Kamp

In many critical applications, sensitive data is inherently distributed and cannot be centralized due to privacy concerns.

Federated Learning

Extremely Fast Decision Tree

no code implementations • 24 Feb 2018 • Chaitanya Manapragada, Geoff Webb, Mahsa Salehi

We introduce a novel incremental decision tree learning algorithm, Hoeffding Anytime Tree, that is statistically more efficient than the current state-of-the-art, Hoeffding Tree.

General Classification