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Support vector machines / Statistical classification / Cybernetics / Stochastic gradient descent / Sequential minimal optimization / Stability / Léon Bottou / Algorithm / Parallel computing / Machine learning / Statistics / Learning


P-packSVM: Parallel Primal grAdient desCent Kernel SVM Zeyuan Allen Zhu12*, Weizhu Chen2, Gang Wang2, Chenguang Zhu23, Zheng Chen2 1
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Document Date: 2014-02-24 00:46:19


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Company

Cambridge University Press / Neural Networks / MIT Press / SIAM Journal / Intel / Amdahl / /

Continent

Asia / /

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Facility

National Taiwan University / Tsinghua University / Peking University / Hebrew University / /

IndustryTerm

search engines using clickthrough data / regret algorithms / inner product / communications requests / inner products / Online Learning / proposed packSVM algorithm / stochastic gradient descent algorithms / above algorithm / vector to all processors / Web CovType Web Adult Adult Splice Splice / open source tools / primal produce better solution / occupied processor / th processor / least occupied processors / fewer communications / online optimization / #processors / inter-processor communications / /

OperatingSystem

PEGASOS / /

Organization

Cambridge University / Tsinghua University / MIT / Department of Computer Science and Technology / Department of Physics / National Taiwan University / Peking University / Hebrew University / /

Person

Gene Amdahl / Allen Zhu / Juan Cao / Emmanuel M. Braverman / Kaihua Zhu / Chung Chang / Nello Cristianini / Gaëlle Loosli / Stephen J. Wright / Osuna Edgar / Hao Wang / Jyrki Kivinen / Vladimir Vapnik / David D. Lewis / Edward Y. Chang / Tony G. Rose / Yoram Singer / Don Hush / Nathan Srebro / Sanjay Mehrotra / Shai Shalev-Shwartz / Léon Bottou / Robert Freund / Thorsten Joachims / Tong Zhang / Alexander J. Smola / Ingo Steinwart / Luca Zanni / James Tin-Yau Kwok / Gaetano Zanghirati / Clint Scovel / Robert C. Williamson / Stéphane Canu / Mark A. Aizerman / Patrick Kelly / Federico Girosi / Christopher D. Manning / Sham Kakade / Matt Callcut / Lev I. Rozonoér / Hongjie Bai / Jen Lin / /

Position

first author / author / Cao / /

Product

Message-Passing Interface / /

PublishedMedium

Automation and Remote Control / Journal of Machine Learning Research / /

Technology

above algorithm / packing algorithm / 8 processors / th processor / stochastic gradient descent algorithms / improved algorithm / least occupied processors / Machine Learning / proposed packSVM algorithm / least occupied processor / SMO algorithms / IPM algorithms / linear-SVM algorithms / P-packSVM algorithm / proposed algorithm / 256 processors / SGD algorithms / 500 processors / 32 processors / 512 processors / SGD algorithm / S-packSVM algorithm / APPENDIX PROCESSOR / Logarithmic regret algorithms / SMO algorithm / /

URL

http /

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