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Empowering IoT with Big Data Analytics: Intelligent Data-Centric Systems

Editat de Mohamed Adel Serhani, Yang Xu, Zakaria Maamar
en Limba Engleză Paperback – 20 noi 2024
Empowering IoT with Big Data Analytics provides comprehensive coverage of major topics, tools, and techniques related to empowering IoT with big data technologies and big data analytics solutions, thus allowing for better processing, analysis, protection, distribution, and visualization of data for the benefit of IoT applications and second, a better deployment of IoT applications on the ground. This book covers big data in the IoT era, its application domains, current state-of-the-art in big data and IoT technologies, standards, platforms, and solutions. This book provides a holistic view of the big data value-chain for IoT, including storage, processing, protection, distribution, analytics, and visualization. Big data is a multi-disciplinary topic involving handling intensive, continuous, and heterogeneous data retrieved from different sources including sensors, social media, and embedded systems. The emergence of Internet of Things (IoT) and its application to many domains has led to the generation of huge amounts of both structured and unstructured data often referred to as big data.


  • Introduces fundamental concepts of big data analytics and their applications to IoT
  • Helps readers learn to leverage big data storage, processing and analysis tools, and techniques to promote IoT applications for better decision-making
  • Explores federated learning in big data to ensure data privacy and handle data heterogeneity
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Specificații

ISBN-13: 9780443216404
ISBN-10: 0443216401
Pagini: 390
Dimensiuni: 191 x 235 mm
Greutate: 0.45 kg
Editura: ELSEVIER SCIENCE
Seria Intelligent Data-Centric Systems


Cuprins

1. Introduction: Foundations of IoT and Big data 2. Big Data Analytics for IoT: Technologies, Importance, and Algorithms 3. Machine learning models for sensory data analytics 4. Applications of Big data analytics in IoT 5. Security and privacy of IoT applications 6. Big data Quality Assessment in the IoT era 7. Cloud/edge provisioning to support big data and IoT 8. Blockchain and AI: A Dual Strategy for IoT security 9. Networks and Implementation tools for IoT and Big Data. 10. IoT for Critical Big data Applications 11. Case studies of Big Data applications for IoT 12. New trends in big data and IoT applications and solutions 13. Exploring the Convergence of IoT and Big Data Technologies in the Age of Generative Artificial Intelligence