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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Big Data 2.0 Processing Systems
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Big Data 2.0 Processing Systems
Sherif Sakr (Gebundene Ausgabe, Englisch)
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Beschreibung
This book provides readers the “big picture” and a comprehensive survey of the domain of big data processing systems. For the past decade, the Hadoop framework has dominated the world of big data processing, yet recently academia and industry have started to recognize its limitations in several application domains and thus, it is now gradually being replaced by a collection of engines that are… dedicated to specific verticals (e.g. structured data, graph data, and streaming data). The book explores this new wave of systems, which it refers to as Big Data 2.0 processing systems. After Chapter 1 presents the general background of the big data phenomena, Chapter 2 provides an overview of various general-purpose big data processing systems that allow their users to develop various big data processing jobs for different application domains. In turn, Chapter 3 examines various systems that have been introduced to support the SQL flavor on top of the Hadoop infrastructure and provide competing and scalable performance in the processing of large-scale structured data. Chapter 4 discusses several systems that have been designed to tackle the problem of large-scale graph processing, while the main focus of Chapter 5 is on several systems that have been designed to provide scalable solutions for processing big data streams, and on other sets of systems that have been introduced to support the development of data pipelines between various types of big data processing jobs and systems. Next, Chapter 6 focuses on covering the emerging frameworks and systems in the domain of scalable machine learning and deep learning processing. Lastly, Chapter 7 shares conclusions and an outlook on future research challenges. This new and considerably enlarged second edition not only contains the completely new chapter 6, but also offers a refreshed content for the state-of-the-art in all domains of big data processing over the last years. Overall, the book offers a valuable reference guide for professional, students, and researchers in the domain of big data processing systems. Further, its comprehensive content will hopefully encourage readers to pursue further research on the subject. neu 74,89 € -90 %*
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Technische Daten
Erscheinungsdatum
10.07.2020
Sprache
Englisch
EAN
9783030441869
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Sherif Sakr
Seitenanzahl
145
Auflage
2
Einbandart
Gebundene Ausgabe
Buch Untertitel
A Systems Overview
Schlagwörter
Database Management Systems, Hadoop, Stream Data Management, Graph Databases, Cloud Computing, Data Analytics, Big Data, Deep Learning Frameworks
Thema-Inhalt
UNH - Informationsrückgewinnung, Information Retrieval
UND - Data Warehousing
KJQ - Wirtschaftsmathematik und -informatik, IT-Management
UF - Unternehmensanwendungen
UYQM - Maschinelles Lernen
UN - Datenbanken
Höhe
235 mm
Breite
15.5 cm
Hersteller: Birkhäuser, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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