portada From Big Data to Fast Data: Efficient Stream Data Management (en Inglés)

From Big Data to Fast Data: Efficient Stream Data Management (en Inglés)

Formato

Libro Físico

Autor

Alexandru Costan

Editorial

Editions Universitaires Europeennes

Idioma

Inglés

N° páginas

180

Encuadernación

Tapa Blanda

Dimensiones

22.9x15.2x1 cm

Peso

0.27 kg.

ISBN13

9786138485148

Categorías

Redes y comunicaciones informáticas

From Big Data to Fast Data: Efficient Stream Data Management (en Inglés)

Alexandru Costan (Autor) · Editions Universitaires Europeennes · Tapa Blanda

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Reseña del libro "From Big Data to Fast Data: Efficient Stream Data Management (en Inglés)"

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.