From Big Data to Fast Data

Name: From Big Data to Fast Data
Brand: Editions Universitaires Europeennes
SKU: 9786138485148
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Efficient Stream Data Management

Autor: Alexandru Costan

Jazyk:

Vazba: Brožovaná

Vydavatel: Editions Universitaires Europeennes

Dostupnost: Skladem u dodavatele

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This manuscript provides a synthetic overview of research on data management in support of stream pr...

Informace o knize

Autor

Alexandru Costan

Jazyk

Angličtina

Vazba

Kniha - Brožovaná

Vydáno

2019

Stránek

180

EAN

9786138485148

ISBN

6138485149

Enbook ID

22490517

Vydavatel

Editions Universitaires Europeennes

Hmotnost

272

Rozměry

152 x 229 x 10

Kompletní popis

This manuscript provides a synthetic overview of research on data management in support of stream processing. It address all stages of the stream processing pipeline: data collection and in-transit processing at the edge, transfer towards the cloud processing sites, ingestion and persistent storage. First, the general context of stream data management is presented in light of the recent transition from Big to Fast Data. After highlighting the challenges at the data level associated with batch and real-time analytics, we introduce a subjective overview of proposals to address them. They bring solutions to the problems of in-transit stream storage and processing, fast data transfers, distributed metadata management, dynamic ingestion and transactional storage. The integration of these solutions into functional prototypes and the results of the large-scale experimental evaluations on clusters, clouds and supercomputers demonstrate their effectiveness for several real-life applications ranging from neuro-science to LHC nuclear physics. Finally, these contributions are put into the perspective of the High Performance Computing - Big Data convergence.

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From Big Data to Fast Data

Efficient Stream Data Management

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Kompletní popis

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