Optimization Algorithms for Big Data with Application in Wireless Networks

dc.contributor.author Hong, Mingyi
dc.contributor.author Liao, Wei-Cheng
dc.contributor.author Hong, Mingyi
dc.contributor.author Sun, Ruoyu
dc.contributor.author Luo, Zhi-Quan
dc.contributor.department Industrial and Manufacturing Systems Engineering
dc.date 2018-01-26T16:16:57.000
dc.date.accessioned 2020-06-30T04:48:10Z
dc.date.available 2020-06-30T04:48:10Z
dc.date.copyright Fri Jan 01 00:00:00 UTC 2016
dc.date.issued 2016-03-01
dc.description.abstract <p>This chapter proposes the use of modern first-order large-scale optimization techniques to manage a cloud-based densely deployed next-generation wireless network. In the first part of the chapter we survey a few popular first-order methods for large-scale optimization, including the block coordinate descent (BCD) method, the block successive upper-bound minimization (BSUM) method and the alternating direction method of multipliers (ADMM). In the second part of the chapter, we show that many difficult problems in managing large wireless networks can be solved efficiently and in a parallel manner, by modern first-order optimization methods. Extensive numerical results are provided to demonstrate the benefit of the proposed approach.</p>
dc.description.comments <p>This book chapter published as Mingyi Hong, Wei-Cheng Liao, Ruoyu Sun and Zhi-Quan Luo "Optimization Algorithms for Big Data with Application in Wireless Networks," in <em>Big Data over Networks, </em>ed. Shuguang Cui, Alfred O. Hero III, Zhi-quan Luo, and Jose M. F. Moura (Cambridge: Cambridge University Press, 2016), pp. 66-100. Posted with permission.</p>
dc.format.mimetype application/pdf
dc.identifier archive/lib.dr.iastate.edu/imse_pubs/171/
dc.identifier.articleid 1174
dc.identifier.contextkey 11415152
dc.identifier.s3bucket isulib-bepress-aws-west
dc.identifier.submissionpath imse_pubs/171
dc.identifier.uri https://dr.lib.iastate.edu/handle/20.500.12876/44465
dc.language.iso en
dc.source.bitstream archive/lib.dr.iastate.edu/imse_pubs/171/2016_Hong_OptimizationAlgorithms.PDF|||Fri Jan 14 21:16:12 UTC 2022
dc.subject.disciplines Signal Processing
dc.subject.disciplines Systems and Communications
dc.subject.disciplines Systems Engineering
dc.title Optimization Algorithms for Big Data with Application in Wireless Networks
dc.type article
dc.type.genre book_chapter
dspace.entity.type Publication
relation.isAuthorOfPublication fc95af08-1606-4279-89b3-d787d4df2369
relation.isOrgUnitOfPublication 51d8b1a0-5b93-4ee8-990a-a0e04d3501b1
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