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A Distributed Algorithm for Machine Learning
Chen, Shihong; Liu, L; Yang, C; Ke, J
2018
Conference NameADVANCES IN MATERIALS, MACHINERY, ELECTRONICS II
Volume1955
Conference DateJAN 20-21, 2018
Conference PlaceXian, PEOPLES R CHINA
Publication Place2 HUNTINGTON QUADRANGLE, STE 1NO1, MELVILLE, NY 11747-4501 USA
PublisherAMER INST PHYSICS
Abstract

This paper considers a distributed learning problem in which a group of machines in a connected network, each learning its own local dataset, aim to reach a consensus at an optimal model, by exchanging information only with their neighbors but without transmitting data. A distributed algorithm is proposed to solve this problem under appropriate assumptions.

DOI10.1063/1.5033743
URLView the original
Language英語English
WOS Research AreaPhysics
WOS SubjectPhysics, Applied
WOS IDWOS:000434147200171
The Source to ArticleWOS
Scopus ID2-s2.0-85046149655
Fulltext Access
Citation statistics
Document TypeConference paper
CollectionDEPARTMENT OF MATHEMATICS
Recommended Citation
GB/T 7714
Chen, Shihong,Liu, L,Yang, C,et al. A Distributed Algorithm for Machine Learning[C], 2 HUNTINGTON QUADRANGLE, STE 1NO1, MELVILLE, NY 11747-4501 USA:AMER INST PHYSICS, 2018.
APA Chen, Shihong., Liu, L., Yang, C., & Ke, J (2018). A Distributed Algorithm for Machine Learning. , 1955.
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