Hardcover. COMMUNICATION NETWORKS AND SERVICE MANAGEMENT IN THE ERA OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING Discover the impact that new technologies are having on communication systems with this up-to-date and one-stop resource Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning delivers a comprehensive overview of the impact of artificial intelligence (AI) and machine learning (ML) on service and network management. Beginning with a fulsome description of ML and AI, the book moves on to discuss management models, architectures, and frameworks. The authors also explore how AI and ML can be used in service management functions like the generation of workload profiles, service provisioning, and more. The book includes a handpicked selection of applications and case studies, as well as a treatment of emerging technologies the authors predict could have a significant impact on network and service management in the future. Statistical analysis and data mining are also discussed, particularly with respect to how they allow for an improvement of the management and security of IT systems and networks. Readers will also enjoy topics like: A thorough introduction to network and service management, machine learning, and artificial intelligenceAn exploration of artificial intelligence and machine learning for management models, including autonomic management, policy-based management, intent based management, and network virtualization-based managementDiscussions of AI and ML for architectures and frameworks, including cloud systems, software defined networks, 5G and 6G networks, and Edge/Fog networksAn examination of AI and ML for service management, including the automatic generation of workload profiles using unsupervised learning Perfect for information and communications technology educators, Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning will also earn a place in the libraries of engineers and professionals who seek a structured reference on how the emergence of artificial intelligence and machine learning techniques is affecting service and network management. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.

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Detalles bibliogr�ficos

T�tulo: Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning (Hardcover)
Editor: John Wiley & Sons Inc, Hoboken
Fecha de publicaci�n: 2021
Idioma: Ingl�s
ISBN 10: 1119675502
ISBN 13: 9781119675501
Encuadernaci�n: Hardcover
Estado: new

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Sinopsis

COMMUNICATION NETWORKS AND SERVICE MANAGEMENT IN THE ERA OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING

Discover the impact that new technologies are having on communication systems with this up-to-date and one-stop resource

Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning delivers a comprehensive overview of the impact of artificial intelligence (AI) and machine learning (ML) on service and network management. Beginning with a fulsome description of ML and AI, the book moves on to discuss management models, architectures, and frameworks. The authors also explore how AI and ML can be used in service management functions like the generation of workload profiles, service provisioning, and more.

The book includes a handpicked selection of applications and case studies, as well as a treatment of emerging technologies the authors predict could have a significant impact on network and service management in the future. Statistical analysis and data mining are also discussed, particularly with respect to how they allow for an improvement of the management and security of IT systems and networks. Readers will also enjoy topics like:

A thorough introduction to network and service management, machine learning, and artificial intelligence
An exploration of artificial intelligence and machine learning for management models, including autonomic management, policy-based management, intent based �management, and network virtualization-based management
Discussions of AI and ML for architectures and frameworks, including cloud �systems, software defined networks, 5G and 6G networks, and Edge/Fog networks
An examination of AI and ML for service management, including the automatic �generation of workload profiles using unsupervised learning

Perfect for information and communications technology educators, Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning will also earn a place in the libraries of engineers and professionals who seek a structured reference on how the emergence of artificial intelligence and machine learning techniques is affecting service and network management.

Acerca del autor

Nur Zincir-Heywood, PhD, is Full Professor of Computer Science with Dalhousie University in Nova Scotia, Canada. She is an Associate Editor of the IEEE Transactions on Network and Service Management and Wiley International Journal of Network Management.

Marco Mellia, PhD, is Full Professor with Politecnico di Torino, Italy. He is an Associate Editor of the IEEE Transactions on Network and Service Management, Elsevier Computer Networks and ACM Computer Communication Reviews.

Yixin Diao, PhD, is Director of Data Science and Analytics at PebblePost in New York, NY, USA. He is an Associate Editor of the IEEE Transactions on Network and Service Management and the Journal of Network and Systems Management.

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