Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning
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- Название:Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning
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Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning: краткое содержание, описание и аннотация
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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.
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Yixin Diaoreceived the PhD degree in electrical engineering from Ohio State University, Columbus, OH, USA. He is currently a Director of Data Science and Analytics at PebblePost, New York, NY, USA. Prior to that, he was a Research Staff Member at IBM T. J. Watson Research Center, Yorktown Heights, NY, USA. He has published more than 80 papers and filed over 50 patents in systems and services management. He is the co‐author of the book “Feedback Control of Computing Systems” and the co‐editor of the book “Maximizing Management Performance and Quality with Service Analytics.” He was a recipient of several Best Paper Awards from the IEEE/IFIP Network Operations and Management Symposium, the IFAC Engineering Applications of Artificial Intelligence, and the IEEE International Conference on Services Computing. He served as Program Co‐chair for the International Conference on Network and Service Management in 2010, the IFIP/IEEE International Symposium on Integrated Network Management in 2013, and the IEEE International Conference on Cloud and Autonomic Computing in 2016 and served as General Co‐chair for the International Conference on Network and Service Management in 2019. He is an Associate Editor of the IEEE Transactions on Network and Service Management and the Journal of Network and Systems Management. He is a Fellow of IEEE.
List of Contributors
Ahmad Alnafessah
Department of Computing
Imperial College London
London, UK
Kiril Antevski
Telematics Engineering Department
Universidad Carlos III de Madrid
Madrid, Spain
Remi Badonnel
Université de Lorraine
CNRS
Loria, Inria, Nancy, France
Jorge Baranda
Communication Networks Division
Centre Tecnológic de Telecomunicacions Catalunya (CTTC/CERCA)
Barcelona, Spain
Sokratis Barmpounakis
National and Kapodistrian University of Athens
Software Centric & Autonomic Networking lab
Athens, Greece
Carlos J. Bernardos
Telematics Engineering Department
Universidad Carlos III de Madrid
Madrid, Spain
Andreas Blenk
Chair of Communication Networks Department of Electrical and Computer Engineering
Technical University of Munich
Munich, Germany
and
Faculty of Computer Science
University of Vienna
Vienna, Austria
Raouf Boutaba
David R. Cheriton School of Computer Science
University of Waterloo
Waterloo, Ontario, Canada
Valeria Cardellini
Department of Civil Engineering and Computer Science Engineering
University of Rome Tor Vergata
Rome, Italy
Giuliano Casale
Department of Computing
Imperial College London
London, UK
Claudio Ettore Casetti
Department of Electronics and Telecommunications
Politecnico di Torino
Torino, Italy
Kai Chen
Department of Computer Science and Engineering, iSING Lab
Hong Kong University of Science and Technology
Hong Kong SAR, China
Li Chen
Department of Computer Science and Engineering, iSING Lab
Hong Kong University of Science and Technology
Hong Kong SAR, China
Carla Fabiana Chiasserini
Department of Electronics and Telecommunications
Politecnico di Torino
Torino, Italy
Koen De Schepper
Nokia Bell Labs
Antwerp, Belgium
Filip De Turck
Department of Information Technology
Ghent University – imec, IDLab Ghent, Technologiepark‐Zwijnaarde
Oost‐vlaanderen, Belgium
Danny De Vleeschauwer
Nokia Bell Labs
Antwerp, Belgium
Yixin Diao
PebblePost
New York, NY, USA
Idilio Drago
University of Turin
Torino, Italy
Thomas Favale
Politecnico di Torino
Torino, Italy
Marija Gajić
Department of Information Security and Communication Technology
Norwegian University of Science and Technology
Trondheim, Norway
Andrés García‐Saavedra
NEC Laboratories Europe
5G Networks R&D Group
Heidelberg, Germany
Danilo Giordano
Politecnico di Torino
Torino, Italy
Carlos Guimarães
Telematics Engineering Department
Universidad Carlos III de Madrid
Madrid, Spain
Zied B. Houidi
Huawei Technologies
Boulogne‐Billancourt
France
Patrick Kalmbach
Chair of Communication Networks
Department of Electrical and Computer Engineering
Technical University of Munich
Munich, Germany
Arjun Kaushik
Department of Electrical Engineering and Computer Science
York University
Toronto, Ontario, Canada
Panagiotis Kontopoulos
National and Kapodistrian University of Athens
Software Centric & Autonomic Networking lab
Athens, Greece
Nikolaos Koursioumpas
National and Kapodistrian University of Athens
Software Centric & Autonomic Networking lab
Athens, Greece
Frank A. Kraemer
Department of Information Security and Communication Technology
Norwegian University of Science and Technology
Trondheim, Norway
Abdelkader Lahmadi
Université de Lorraine
CNRS
Loria, Inria, Nancy, France
Stanislav Lange
Department of Information Security and Communication Technology
Norwegian University of Science and Technology
Trondheim, Norway
Xi Li
NEC Laboratories Europe
5G Networks R&D Group
Heidelberg, Germany
Xudong Liao
Department of Computer Science and Engineering, iSING Lab
Hong Kong University of Science and Technology
Hong Kong SAR, China
Noura Limam
David R. Cheriton School of Computer Science
University of Waterloo
Waterloo, Ontario, Canada
Justinas Lingys
Department of Computer Science and Engineering, iSING Lab
Hong Kong University of Science and Technology
Hong Kong SAR, China
Lina Magoula
National and Kapodistrian University of Athens
Software Centric & Autonomic Networking lab
Athens, Greece
Josep Mangues‐Bafalluy
Communication Networks Division
Centre Tecnológic de Telecomunicacions Catalunya (CTTC/CERCA)
Barcelona, Spain
Jorge Martín‐Pérez
Telematics Engineering Department
Universidad Carlos III de Madrid
Madrid, Spain
Ricardo Martínez
Communication Networks Division
Centre Tecnológic de Telecomunicacions Catalunya (CTTC/CERCA)
Barcelona, Spain
Sadeq B. Melhem
Department of Electrical Engineering and Computer Science
York University
Toronto, Ontario, Canada
Marco Mellia
Department of Electronics and Telecommunications
Politecnico di Torino
Torino, Italy
Stephan Merz
Université de Lorraine
CNRS
Loria, Inria, Nancy, France
Uyen T. Nguyen
Department of Electrical Engineering and Computer Science
York University
Toronto, Ontario, Canada
Sina R. Niya
Communication Systems Group CSG
Department of Informatics IfI
University of Zürich UZH
Zürich, Switzerland
Chrysa Papagianni
Nokia Bell Labs
Antwerp, Belgium
Francesco Paolucci
Scuola Superiore Sant'Anna
Istituto TeCIP
Pisa, Italy
Francesco L. Presti
Department of Civil Engineering and Computer Science Engineering
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