The growing need to deal with massive graphs in real-life applications has led to a surge in the development of big graph analytics platforms. Tens of such big graph systems have already been developed, and more are expected to emerge in the near future.Although several experimental studies have been conducted in recent years that compare the performance of several big graph systems, Big Graph Analytics Platforms is the first text to provide a comprehensive survey that clearly summarizes the key features and techniques developed in existing systems.It aims to help readers get a systematic picture of the landscape of recent big graph systems, focusing not just on the systems themselves, but also on the key innovations and design philosophies underlying them. In addition to the popular vertex-centric systems which espouse a think-like-a-vertex paradigm for developing parallel graph applications, Big Graph Analytics Platforms also covers other programming and computation models, contrasts those against each other, and provides a vision for future research in the field.
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Although several experimental studies have been conducted in recent years that compare the performance of several big graph systems, Big Graph Analytics Platforms is the first text to provide a comprehensive survey that clearly summarizes the key features and techniques developed in existing systems.
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1: Introduction2: PreliminariesPART I Vertex-Centric Programming Model3: Vertex-Centric Message Passing (Pregel-like) Systems4: Vertex-Centric Message-Passing Systems Beyond Pregel5: Vertex-Centric Systems with Shared Memory AbstractionPART II Beyond Vertex-Centric Programming Model6: Matrix Algebra-Based Systems7: Subgraph-Centric Programming Models8: DBMS-Inspired SystemsPART III Miscellaneous Issues9: More on Single-Machine Systems10: Hardware-Accelerated Systems11: Temporal and Streaming Graph Analytics12: Conclusions and Future DirectionsBibliography
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Produktdetaljer

ISBN
9781680832426
Publisert
2017-01-12
Utgiver
Vendor
now publishers Inc
Vekt
313 gr
Høyde
234 mm
Bredde
156 mm
Dybde
12 mm
Aldersnivå
UP, 05
Språk
Product language
Engelsk
Format
Product format
Heftet
Antall sider
218