Big Data Analytics for Sensor-Network Collected Intelligence

Part I: Big Data Architecture and Platforms

Chapter 1: Big Data: A Classification of Acquisition and Generation Methods

• Abstract
• 1 Big Data: A Classification
• 2 Big Data Generation Methods
• 3 Big Data: Data Acquisition Methods
• 4 Big Data: Data Management
• 5 Summary
• Glossary

Chapter 2: Cloud Computing Infrastructure for Data Intensive Applications

• Abstract
• Acknowledgments
• 1 Introduction
• 2 Big Data Nature and Definition
• 3 Big Data and Paradigm Change
• 4 Big Data Architecture Framework and Components
• 5 Big Data Infrastructure
• 6 Case Study: Bioinformatics Applications Deployment on Cloud
• 7 CYCLONE Platform for Cloud Applications Deployment and Management
• 8 Cloud Powered Big Data Applications Development and Deployment Automation
• 9 Big Data Service and Platform Providers
• 10 Conclusion
• Glossary

Chapter 3: Open Source Private Cloud Platforms for Big Data

• Abstract
• 1 Cloud Computing and Big Data as a Service
• 2 On-Premise Private Clouds for Big Data
• 3 Introduction to Selected Open Source Cloud Environments
• 4 Heterogeneous Computing in the Cloud
• 5 Case Study: The EMS, an On-Premise Private Cloud
• 6 Conclusion
• Disclaimer

Part II: Big Data Processing and Management

Chapter 4: Efficient Nonlinear Regression-Based Compression of Big Sensing Data on Cloud

• Abstract
• 1 Introduction
• 2 Related Work and Problem Analysis
• 3 Temporal Compression Model Based on Nonlinear Regression
• 4 Algorithms
• 5 Experiments
• 6 Conclusions and Future Work

Chapter 5: Big Data Management on Wireless Sensor Networks

• Abstract
• 1 Introduction
• 2 Data Management on WSNs
• 3 Big Data Tools
• 4 Put It Together: Big Data Management Architecture
• 5 Big Data Management on WSNs
• 6 Conclusion
• Glossary

Chapter 6: Extreme Learning Machine and Its Applications in Big Data Processing

• Abstract
• 1 Introduction
• 2 Extreme Learning Machine
• 3 Improved Extreme Learning Machine With Big Data
• 4 Applications
• 5 Conclusion
• Glossary

Part III: Big Data Analytics and Services

Chapter 7: Spatial Big Data Analytics for Cellular Communication Systems

• Abstract
• Acknowledgments
• 1 Introduction
• 2 Cellular Communications and Generated Data
• 3 Spatial Big Data Analytics
• 4 Typical Applications
• 5 Conclusion and Future Challenging Issues
• Glossary

Chapter 8: Cognitive Applications and Their Supporting Architecture for Smart Cities

• Abstract
• 1 Introduction
• 2 CSE for Smart City Applications
• 3 Anomaly Detection in Smart City Management
• 4 Functional Region and Socio-Demographic Regional Patterns Detection in Cities
• 5 Summary
• Glossary

Chapter 9: Deep Learning for Human Activity Recognition

• Abstract
• 1 Introduction
• 2 Motivations and Related Work
• 3 Convolutional Neural Networks in HAR
• 4 Experiments, Results, and Discussion
• 5 Conclusion
• Glossary

Chapter 10: Neonatal Cry Analysis and Categorization System Via Directed Acyclic Graph Support Vector Machine

• Abstract
• Acknowledgment
• 1 Introduction
• 2 Neonatal Cry Analysis and Categorization System
• 3 Experimental Results and Discussion
• 4 Conclusion

Part IV: Big Data Intelligence and IoT Systems

Chapter 11: Smart Building Applications and Information System Hardware Co-Design

• Abstract
• 1 Smart Building Applications
• 2 Emerging Information System Hardware
• 3 Big Data Application and Information Hardware Co-design
• 4 Conclusions
• Glossary

Chapter 12: Smart Sensor Networks for Building Safety

• Abstract
• Acknowledgments
• 1 Introduction
• 2 Related Works
• 3 Background: Modal Analysis
• 4 Distributed Modal Analysis
• 5 A Multiscale SHM Using Cloud
• 6 Conclusion
• Glossary

Chapter 13: The Internet of Things and Its Applications

• Abstract
• 1 Introduction
• 2 Collection of Big Data From IoT
• 3 IoT Analytics
• 4 Examples of IoT Applications
• 5 Conclusions
• Glossary

Chapter 14: Smart Railway Based on the Internet of Things

• Abstract
• Acknowledgment
• 1 Introduction
• 2 Architecture of the Smart Railway
• 3 IRIS for Smart Railways
• 4 Conclusion
• Glossary