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High-Performance Big-Data Analytics

Computing Systems and Approaches

  • Book
  • © 2015

Overview

Authors:
  1. Pethuru Raj

    1. IBM India, Bangalore, India

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  2. Anupama Raman

    1. IBM India, Bangalore, India

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  3. Dhivya Nagaraj

    1. IBM India, Bangalore, India

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  4. Siddhartha Duggirala

    1. Indian Institute of Technology, Indore, India

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  • Vividly illustrates the benefits of using high-performance infrastructures for next-generation data analytics
  • Provides numerous and varied case studies and examples of best practice
  • Includes learning activities throughout the book and self-study exercises at the end of every chapter

Part of the book series: Computer Communications and Networks (CCN)

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Table of contents (14 chapters)

  1. Front Matter

    Pages i-xxii
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  2. The Brewing Trends and Transformations in the IT Landscape

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 1-23

  3. The High-Performance Technologies for Big and Fast Data Analytics

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 25-66

  4. Big and Fast Data Analytics Yearning for High-Performance Computing

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 67-99

  5. Network Infrastructure for High-Performance Big Data Analytics

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 101-126

  6. Storage Infrastructures for High-Performance Big Data Analytics

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 127-159

  7. Real-Time Analytics Using High-Performance Computing

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 161-185

  8. High-Performance Computing (HPC) Paradigms

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 187-206

  9. In-Database Processing and In-Memory Analytics

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 207-231

  10. High-Performance Integrated Systems, Databases, and Warehouses for Big and Fast Data Analytics

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 233-274

  11. High-Performance Grids and Clusters

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 275-315

  12. High-Performance Peer-to-Peer Systems

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 317-337

  13. Visualization Dimensions for High-Performance Big Data Analytics

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 339-365

  14. Social Media Analytics for Organization Empowerment

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 367-390

  15. Big Data Analytics for Healthcare

    • Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala
    Pages 391-424

  16. Back Matter

    Pages 425-428
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Keywords

About this book

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.

Authors and Affiliations

  • IBM India, Bangalore, India

    Pethuru Raj, Anupama Raman, Dhivya Nagaraj

  • Indian Institute of Technology, Indore, India

    Siddhartha Duggirala

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