Large-Scale Data Analytics

• Corporate Author: SpringerLink (Online service)
• Other Authors: Gkoulalas-Divanis, Aris (Editor), Labbi, Abderrahim (Editor)
• Format: Electronic eBook
• Language: English
• Published: New York, NY : Springer New York : Imprint: Springer, 2014.
• Subjects: Computer science.; Information technology.; Business > Data processing.; Computer security.; Computers.; Database management.; Data mining.; Computer Science.; Database Management.; Information Systems and Communication Service.; IT in Business.; Data Mining and Knowledge Discovery.; Systems and Data Security.

This edited book collects state-of-the-art research related to large-scale data analytics that has been accomplished over the last few years. This is among the first books devoted to this important area based on contributions from diverse scientific areas such as databases, data mining, supercomputi...

Table of Contents:

• The Family of Map-Reduce
• Optimization of Massively Parallel Data Flows
• Mining Tera-Scale Graphs with "Pegasus"
• Customer Analyst for the Telecom Industry
• Machine Learning Algorithm Acceleration using Hybrid (CPU-MPP) MapReduce Clusters
• Large-Scale Social Network Analysis
• Visual Analysis and Knowledge Discovery for Text
• Practical Distributed Privacy-Preserving Data Analysis at Large Scale.