High-Performance Big-Data Analytics
Autor: | Duggirala, Siddhartha Nagaraj, Dhivya Raj, Pethuru Raman, Anupama |
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EAN: | 9783319207438 |
Auflage: | 001 |
Sachgruppe: | Informatik, EDV |
Sprache: | Englisch |
Seitenzahl: | 452 |
Produktart: | Gebunden |
Veröffentlichungsdatum: | 28.10.2015 |
Untertitel: | Computing Systems and Approaches |
Schlagworte: | Datenverarbeitung / Anwendungen / Betrieb, Verwaltung Informationssystem Netzwerk (elektronisch) |
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This book presents a detailed review of high-performance computing infrastructures for next-generation big data and fast data analytics. Features: includes case studies and learning activities throughout the book and self-study exercises in every chapter; presents detailed case studies on social media analytics for intelligent businesses and on big data analytics (BDA) in the healthcare sector; describes the network infrastructure requirements for effective transfer of big data, and the storage infrastructure requirements of applications which generate big data; examines real-time analytics solutions; introduces in-database processing and in-memory analytics techniques for data mining; discusses the use of mainframes for handling real-time big data and the latest types of data management systems for BDA; provides information on the use of cluster, grid and cloud computing systems for BDA; reviews the peer-to-peer techniques and tools and the common information visualization techniques, used in BDA.