Search Results for author: Ludmila Cherkasova

Found 3 papers, 2 papers with code

Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks

1 code implementation17 Jan 2023 Xiaofan Yu, Ludmila Cherkasova, Harsh Vardhan, Quanling Zhao, Emily Ekaireb, Xiyuan Zhang, Arya Mazumdar, Tajana Rosing

To fully unleash the potential of Async-HFL in converging speed under system heterogeneities and stragglers, we design device selection at the gateway level and device-gateway association at the cloud level.

Federated Learning

Combining Individual and Joint Networking Behavior for Intelligent IoT Analytics

no code implementations7 Mar 2022 Jeya Vikranth Jeyakumar, Ludmila Cherkasova, Saina Lajevardi, Moray Allan, Yue Zhao, John Fry, Mani Srivastava

In this work, we design a novel, scalable approach, where a general demand forecasting model is built using the combined data of all the companies with a normalization factor.

Management

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