Linear Speedup of Incremental Aggregated Gradient Methods on Streaming Data

Author:

Wang Xiaolu1,Jin Cheng2,Wai Hoi-To1,Gu Yuantao2

Affiliation:

1. The Chinese University of Hong Kong,System Engineering & Engineering Management, Faculty of Engineering,Hong Kong SAR

2. Tsinghua University,Department of Electronic Engineering,Beijing

Publisher

IEEE

Reference22 articles.

1. A survey of distributed optimization

2. Distributed Learning in the Nonconvex World: From batch data to streaming and beyond

3. Federated Learning: Challenges, Methods, and Future Directions

4. Communication-efficient learning of deep networks from decentralized data;McMahan,2017

5. Scaffold: Stochastic controlled averaging for federated learning;Karimireddy,2020

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