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Stochastic optimization / Inter-process communication / Parallel computing / Vector clock / Distributed computing / Futures and promises / Lasso / Ant colony optimization algorithms / Bulk synchronous parallel / Concurrent computing / Computing / Distributed algorithms


More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server †Qirong Ho, †James Cipar, §Henggang Cui, †Jin Kyu Kim, †Seunghak Lee, ‡Phillip B. Gibbons, †Garth A. Gibson, §Gregory R. Gange
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Document Date: 2014-11-26 14:10:57


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Labs Pittsburgh / Washington / DC / /

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Message-Passing Systems / NEC / NetFlix / Network LDA / EMC / Facebook / New York Times / NetApp / Samsung / Symantec / Neural Information Processing Systems / Oracle / Google / Hitachi / Western Digital / HP / VMware / Intel / Microsoft / iterations LDA / Yahoo! / /

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Netherlands / Australia / United States / Singapore / /

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Reorganization / /

Facility

University of Queensland / Computer Science Carnegie Mellon University / Computer Engineering Carnegie Mellon University / /

IndustryTerm

parallel algorithms / synchronous systems / stale communications / gradient matrix algorithms / possible products / large-scale graph processing / cache protocol / distributed systems / cluster computing / sensor networks / computing / thread/processor / web caching / machine intelligence systems / systems-based solution / asynchronous lock-free systems / data mining / parameter server / web database servers / costly server / inference algorithms / asynchronous systems / web content generation / cyclic-delay systems / parallel algorithm / cloud computing / stochastic gradient algorithms / /

OperatingSystem

VMs / Linux / /

Organization

Computer Engineering Carnegie Mellon University Pittsburgh / University of Queensland / School of Computer Science Carnegie Mellon University Pittsburgh / Center for Cloud Computing / National Institute of Health / National Science Foundation / Table Organization / VLDB Endowment / IEEE Computer Society / /

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E. Xing / A. Ng / Bounded Staleness / G. Gibson / C. A. Soules / Bt / Proc / P. Tucker / Eric P. Xing / James Cipar / Phillip B. Gibbons / Clocks Here / Jin Kyu Kim / K. Yang / Gregory R. Ganger / K. Keeton / A. Veitch / C. B. Morrey / III / Garth A. Gibson / /

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Position

conit-based continuous consistency model for replicated services / synchronization model for reading/updating model values / noisy worker / read-my-writes Worker / workers Worker / editor / thread worker / algorithm worker / Worker progress Worker / /

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Pentax K-x Digital Camera / Franklin / Lasso / SSPtable / /

ProgrammingLanguage

R / ML / /

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Queensland / Pennsylvania / /

PublishedMedium

New York Times / Machine Learning / /

Technology

OLAP / stochastic gradient algorithms / inference algorithms / following cache protocol / Linux / API / TM algorithm / neural network / stochastic gradient matrix algorithms / SGD algorithm / virtual machine / Machine Learning / Operating systems / Ethernet / Lasso algorithm / Modeling (TM) algorithm / data mining / caching / cache protocol / /

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