Hierarchical Federated Learning Across Heterogeneous Cellular Networks

no code implementations • 5 Sep 2019 • Mehdi Salehi Heydar Abad, Emre Ozfatura, Deniz Gunduz, Ozgur Ercetin

We study collaborative machine learning (ML) across wireless devices, each with its own local dataset.

Federated Learning

Finite Horizon Throughput Maximization and Sensing Optimization in Wireless Powered Devices over Fading Channels

no code implementations • 17 Mar 2018 • Mehdi Salehi Heydar Abad, Ozgur Ercetin

For the offline case, by finding the optimal WPT duration and power allocations in the data transmission period, we derive an upper bound on the throughput of the WPD.

Bayesian Inference