Sharing Non-Reversible Data Statistics for Fast and Secure Federated Learning Native to Extreme Learning Machine.
PETRA '24 Proceedings of the 17th International Conference on PErvasive Technologies Related to Assistive Environments(2024)
Abstract
Extreme Learning Machine (ELM) is a fast and simple machine learning method with an exact solution. This work presents its integration into conventional federated learning frameworks that preserve the method’s native property of a non-iterative and exact solution in data-distributed systems. Low computational complexity and data privacy features make federated ELM a good candidate for on-device computing in privacy-sensitive applications.
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