eFL-Boost: Efficient Federated Learning for Gradient Boosting Decision Trees

Privacy protection has attracted increasing attention, and privacy concerns often prevent flexible data utilization. In most industries, data are distributed across multiple organizations due to privacy concerns. Federated learning (FL), which enables cross-organizational machine learning by communi...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awduron: Fuki Yamamoto, Seiichi Ozawa, Lihua Wang
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: IEEE 2022-01-01
Cyfres:IEEE Access
Pynciau:
Machine learning
privacy-preserving
gradient boosting
federated learning
decision tree
Mynediad Ar-lein:https://ieeexplore.ieee.org/document/9761890/
Tagiau: Ychwanegu Tag
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