Distributed stochastic gradient tracking methods with momentum acceleration for non-convex optimization

Author:

Gao Juan,Liu Xin-WeiORCID,Dai Yu-Hong,Huang Yakui,Gu Junhua

Funder

National Natural Science Foundation of China

The Strategic Priority Research Program of CAS

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computational Mathematics,Control and Optimization

Reference58 articles.

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2. Olshevsky, A.: Efficient information aggregation strategies for distributed control and signal processing. Phd thesis, Massachusetts Inst. Tech. (2010)

3. Boyd, S., Parikh, N., Chu, E., Peleato, B., Eckstein, J.: Distributed optimization and statistical learning via the alternating direction method of multipliers. Found. Trends Mach. Learn. 3(1), 11–22 (2011)

4. Chang, T., Hong, M., Wai, H., Zhang, X., Lu, S.: Distributed learning in the nonconvex world: From batch data to streaming and beyond. IEEE Signal Process. Mag. 37(3), 26–38 (2020)

5. Bottou, L., Curtis, F.E., Nocedal, J.: Optimization methods for large-scale machine learning. SIAM Rev. 60(2), 223–311 (2018)

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