Description
Computational Intelligence for Multimedia Big Data on the Cloud with Engineering Applications covers timely topics, including the neural network (NN), particle swarm optimization (PSO), evolutionary algorithm (GA), fuzzy sets (FS) and rough sets (RS), etc. Furthermore, the book highlights recent research on representative techniques to elaborate how a data-centric system formed a powerful platform for the processing of cloud hosted multimedia big data and how it could be analyzed, processed and characterized by CI. The book also provides a view on how techniques in CI can offer solutions in modeling, relationship pattern recognition, clustering and other problems in bioengineering.It is written for domain experts and developers who want to understand and explore the application of computational intelligence aspects (opportunities and challenges) for design and development of a data-centric system in the context of multimedia cloud, big data era and its related applications, such as smarter healthcare, homeland security, traffic control trading analysis and telecom, etc. Researchers and PhD students exploring the significance of data centric systems in the next paradigm of computing will find this book extremely useful.- Presents a brief overview of computational intelligence paradigms and its significant role in application domains- Illustrates the state-of-the-art and recent developments in the new theories and applications of CI approaches- Familiarizes the reader with computational intelligence concepts and technologies that are successfully used in the implementation of cloud-centric multimedia services in massive data processing- Provides new advances in the fields of CI for bio-engineering application
Table of Contents
1. A Cloud-Based Big Data System To Support Visually Impaired People Huseyin Temucin, Ali Seydi Keceli, Aydin Kaya, Hamdi Yalin Yalic, Bedir Tekinerdogan2. Computational Intelligence in Smart Grid EnvironmentViera Rozinajová, Anna Bou Ezzeddine, Marek Lóderer, Jaroslav Loebl, Róbert Magyar, Petra Vrablecová3. Patient Facial Emotion Recognition and Sentiment Analysis Using Secure Cloud With Hardware AccelerationAlex D. Torres, Hao Yan, Armin Haj Aboutalebi, Arun Das, Lide Duan, Paul Rad4. Novel Computational Intelligence Techniques for Automatic Pain Detection and Pain Intensity Level Estimation From Facial Expressions Using Distributed Computing for Big DataA. Sherly Alphonse, Dejey Dharma5. Computational Intelligence Enabling the Development of Efficient Clinical Decision Support Systems: Case Study of Heart FailureOluwarotimi Williams Samuel, Grace Mojisola Asogbon, Arun Kumar Sangaiah, Guanglin Li6. Aspect Oriented Modeling of Missing Data Imputation for Internet of Things (IoT) Based Healthcare InfrastructureSenthil Murugan Balakrishnan, Arun Kumar Sangaiah7. A Hybrid Computational Intelligence Decision Making Model for Multimedia Cloud Based ApplicationsChinu Singla, Sakshi Kaushal, Amandeep Verma, Harish Kumar8. Energy-Constrained Workflow Scheduling in Cloud Using E-DSOS AlgorithmMegha Sharma, Amandeep Verma, Arun Kumar Sangaiah9. Producing Better Disaster Management Plan in Post-Disaster Situation Using Social Media MiningSounak Sadhukhan, Soumya Banerjee, Prasun Das, Arun Kumar Sangaiah10. Metaheuristic Algorithms: A Comprehensive ReviewMohamed Abdel-Basset, Laila Abdel-Fatah, Arun Kumar Sangaiah11. Unsupervised Anomaly Detection for High Dimensional Data—an Exploratory AnalysisAnitha Ramchandran, Arun Kumar Sangaiah12. Fog – Driven Healthcare Framework for Security AnalysisShalini Parasuraman, Arun Kumar Sangaiah13. Medical Quality of Service Optimization Over Internet of Multimedia ThingsAli Hassan Sodhro, Arun Kumar Sangaiah, Gul Hassan Sodhro, Mir Muhammad Lodro, Aicha Sekhari, Yacine Ouzrout, Sandeep Pirbhulal, Kaneez Fatima14. Energy-Efficiency of Tools and Applications on InternetAli Hassan Sodhro, Arun Kumar Sangaiah, Gul Hassan Sodhro, Aicha Sekhari, Yacine Ouzrout, Sandeep Pirbhulal15. Transforming Healthcare Via Big Data AnalyticsS.S. Blessy Trencia Lincy, N. Suresh Kumar
