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Numerical linear algebra / Crowdsourcing / PageRank / Reputation management / Search engine optimization / Algorithm / Iteration / Parallel computing / Preconditioner / Mathematics / Statistics / Applied mathematics


“All Roads Lead to Rome:” Optimistic Recovery for Distributed Iterative Data Processing Sebastian Schelter Stephan Ewen Volker Markl
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Document Date: 2013-11-12 06:40:44

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bulk iterative algorithms / web-scale analytical processing / graph processing systems / graph mining / actual algorithm / parallel algorithms / recommendation mining / distributed iterative data processing / large-scale data mining problems / iterative algorithm / non-incremental algorithms / in-memory cluster computing / online collaborative filtering / peta-scale graph mining system / large networks / dot product / data mining / data-intensive computing / recommender systems / Statistical applications / large-scale graph processing / correct solution / real-time analytical systems / iterative algorithms / rollback-recovery protocols / loosely-coupled distributed systems / fixpoint algorithms / data-parallel iterative algorithms / possible intermediate solutions / iterative data processing / data processing / search engines / storage systems / fixpoint algorithm / workflow management-systems / web mining / social networks / distributed data analysis systems / distributed data processing systems / message-passing systems / conducted using parallel processing platforms / analytical applications / stream processing / /

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The Johns Hopkins University / German Research Foundation / US Federal Reserve / Distributed Iterative Data Processing Sebastian Schelter Stephan Ewen Volker Markl Kostas Tzoumas Technische Universität Berlin / European Union / /

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Max Heimel / O. Kao / V / Jörg Fliege / Stanford InfoLab / Jérôme Kunegis / Y. Bu / V / Jeffrey Ullman / Sebastian Schelter Stephan Ewen Volker / /

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efficient and fault-tolerant model for stream processing on large clusters / bridging model for parallel computation / parallel programming model for fixpoint algorithms / author / programmer / /

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Franklin / /

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R / C / php / /

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American Journal of Sociology / /

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4.1 Fixpoint Algorithms / iterative algorithms / non-incremental algorithms / rollback-recovery protocols / Incremental fixpoint algorithm / The algorithm / discussed algorithms / machine learning / Bulk fixpoint algorithm / 3.1 PRELIMINARIES Fixpoint Algorithms / actual algorithm / fixpoint algorithm / ALS algorithm / PageRank algorithm / Java / obtained algorithm / incrementally iterative algorithms / bulk iterative algorithms / data mining / iterative algorithm / Connected Components algorithm / data-parallel iterative algorithms / parallel processing / Generalized Jacobi algorithm / /

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