High-Performance Big-Data Analytics: Computing Systems and Approaches

✍ Scribed by Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala (auth.)

• Publisher: Springer International Publishing
• Year: 2015
• Tongue: English
• Leaves: 443
• Series: Computer Communications and Networks
• Edition: 1
• Category: Library

✦ Synopsis

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 infrastructurerequirements 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.

✦ Table of Contents

Front Matter....Pages i-xxii
The Brewing Trends and Transformations in the IT Landscape....Pages 1-23
The High-Performance Technologies for Big and Fast Data Analytics....Pages 25-66
Big and Fast Data Analytics Yearning for High-Performance Computing....Pages 67-99
Network Infrastructure for High-Performance Big Data Analytics....Pages 101-126
Storage Infrastructures for High-Performance Big Data Analytics....Pages 127-159
Real-Time Analytics Using High-Performance Computing....Pages 161-185
High-Performance Computing (HPC) Paradigms....Pages 187-206
In-Database Processing and In-Memory Analytics....Pages 207-231
High-Performance Integrated Systems, Databases, and Warehouses for Big and Fast Data Analytics....Pages 233-274
High-Performance Grids and Clusters....Pages 275-315
High-Performance Peer-to-Peer Systems....Pages 317-337
Visualization Dimensions for High-Performance Big Data Analytics....Pages 339-365
Social Media Analytics for Organization Empowerment....Pages 367-390
Big Data Analytics for Healthcare....Pages 391-424
Back Matter....Pages 425-428

✦ Subjects

Computer Communication Networks; Information Systems Applications (incl. Internet); Computer Appl. in Administrative Data Processing; Processor Architectures