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Bridging machine learning and computer network research: a survey

Authors
  • Cheng, Yang1
  • Geng, Jinkun1
  • Wang, Yanshu1
  • Li, Junfeng1
  • Li, Dan1
  • Wu, Jianping1
  • 1 Tsinghua University, Department of Computer Science and Technology, Beijing, China , Beijing (China)
Type
Published Article
Journal
CCF Transactions on Networking
Publisher
Springer Singapore
Publication Date
Nov 30, 2018
Volume
1
Issue
1-4
Pages
1–15
Identifiers
DOI: 10.1007/s42045-018-0009-7
Source
Springer Nature
Keywords
License
Yellow

Abstract

With the booming development of artificial intelligence (AI), a series of relevant applications are emerging and promoting an all-rounded reform of the industry. As the major technology of AI, machine learning (ML) shows great potential in solving network challenges. Network optimization, in return, brings significant performance gains for ML applications, in particular distributed machine learning. In this paper, we conduct a survey on combining ML technologies with network research.

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