Modeling and Processing for Next-Generation Big-Data Technologies: With Applications and Case Studies

✍ Scribed by Fatos Xhafa, Leonard Barolli, Admir Barolli, Petraq Papajorgji (eds.)

• Publisher: Springer International Publishing
• Year: 2015
• Tongue: English
• Leaves: 524
• Series: Modeling and Optimization in Science and Technologies 4
• Edition: 1
• Category: Library

✦ Synopsis

This book covers the latest advances in Big Data technologies and provides the readers with a comprehensive review of the state-of-the-art in Big Data processing, analysis, analytics, and other related topics. It presents new models, algorithms, software solutions and methodologies, covering the full data cycle, from data gathering to their visualization and interaction, and includes a set of case studies and best practices. New research issues, challenges and opportunities shaping the future agenda in the field of Big Data are also identified and presented throughout the book, which is intended for researchers, scholars, advanced students, software developers and practitioners working at the forefront in their field.

✦ Table of Contents

Front Matter....Pages 1-18
Exploring the Hamming Distance in Distributed Infrastructures for Similarity Search....Pages 1-28
Data Modeling for Socially Based Routing in Opportunistic Networks....Pages 29-55
Decision Tree Induction Methods and Their Application to Big Data....Pages 57-88
Sensory Data Gathering for Road Traffic Monitoring: Energy Efficiency, Reliability, and Fault Tolerance....Pages 89-112
Data Aggregation and Forwarding Route Control for Efficient Data Gathering in Dense Mobile Wireless Sensor Networks....Pages 113-143
P2P Data Replication: Techniques and Applications....Pages 145-166
Leveraging High-Performance Computing Infrastructures to Web Data Analytic Applications by Means of Message-Passing Interface....Pages 167-185
ReHRS: A Hybrid Redundant System for Improving MapReduce Reliability and Availability....Pages 187-209
Analysis and Visualization of Large-Scale Time Series Network Data....Pages 211-229
Parallel Coordinates Version of Time-Tunnel (PCTT) and Its Combinatorial Use for Macro to Micro Level Visual Analytics of Multidimensional Data....Pages 231-255
Towards a Big Data Analytics Framework for IoT and Smart City Applications....Pages 257-282
How the Big Data Is Leading the Evolution of ICT Technologies and Processes....Pages 283-317
Big Data, Unstructured Data, and the Cloud: Perspectives on Internal Controls....Pages 319-340
Future Human-Centric Smart Environments....Pages 341-365
Automatic Configuration of Mobile Applications Using Context-Aware Cloud-Based Services....Pages 367-383
A Socialized System for Enabling the Extraction of Potential Values from Natural and Social Sensing....Pages 385-404
Providing Crowd-Sourced and Real-Time Media Services through an NDN-Based Platform....Pages 405-441
Linked Open Data as the Fuel for Smarter Cities....Pages 443-472
Benchmarking Internet of Things Deployment: Frameworks, Best Practices, and Experiences....Pages 473-496
Back Matter....Pages 497-515

✦ Subjects

Computational Intelligence; Data Mining and Knowledge Discovery; Communications Engineering, Networks