High-Performance Big-Data Analytics

Computing Systems and Approaches
Softcover Nachdruck of the original 1. Auflage 2015
ISBN: 978-3-319-36324-0
Verlag: Springer International Publishing

Buch, Englisch, 428 Seiten, Paperback, Format (B × H): 155 mm x 235 mm, Gewicht: 6788 g

Reihe: Computer Communications and Networks

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.

Zielgruppe

Professional/practitioner

Autoren/Hrsg.

Raj, Pethuru

Duggirala, Siddhartha

Raman, Anupama

Nagaraj, Dhivya

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Ambient Intelligence, RFID, Internet der Dinge
• Mathematik | Informatik EDV | Informatik Computerkommunikation & -vernetzung Cloud-Computing, Grid-Computing
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Verteilte Datenbanken
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken NoSQL, Objektorientierte Datenbanken

Inhaltsverzeichnis

Emerging Trends and Transformations in the IT Landscape.- High Performance Technologies for Big- and Fast-Data Analytics.- Big- and Fast-Data Analytics for High-Performance Computing.- Network Infrastructure for High-Performance Big-Data Analytics.- Storage Infrastructure for High-Performance Big-Data Analytics.- Real-Time Analytics using High-Performance Computing.- High-Performance Computing Paradigms.- In-Database Processing and In-Memory Analytics.- High-Performance Integrated Systems, Databases and Warehouses for Big- and Fast-Data Analytics.- Cluster and Grid Computing Paradigms.- High-Performance Peer-to-Peer Systems.- Visualization Dimensions for High-Performance Big-Data Analytics.- Social Media Analytics for Organization Empowerment.- Big-Data Analytics for Healthcare.