High-Performance Big-Data Analytics: Computing Systems and Approaches (Computer Communications and Networks)
暫譯: 高效能大數據分析:計算系統與方法(計算機通信與網絡)

Pethuru Raj, Anupama Raman, Dhivya Nagaraj, Siddhartha Duggirala

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商品描述

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.

商品描述(中文翻譯)

本書詳細回顧了下一代大數據和快速數據分析的高效能計算基礎設施。特點包括:全書包含案例研究和學習活動,以及每章的自學練習;針對智能企業的社交媒體分析和醫療保健領域的大數據分析(BDA)提供詳細的案例研究;描述了有效傳輸大數據的網路基礎設施需求,以及產生大數據的應用程式的儲存基礎設施需求;檢視即時分析解決方案;介紹數據挖掘的內部數據處理和內存分析技術;討論使用大型主機處理即時大數據的情況,以及最新類型的數據管理系統在BDA中的應用;提供有關使用叢集、網格和雲計算系統進行BDA的資訊;回顧在BDA中使用的點對點技術和工具,以及常見的信息視覺化技術。