English | 2021 | ISBN: 1119675502 | 403 pages | True PDF | 6.36 MB
COMMUNICATION NETWORKS AND SERVICE MANAGEMENT IN THE ERA OF ARTIFICIAL INTELLIGENCE AND MACHINE LEARNINGDiscover 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 deliversa 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, andartificial intelligence
  
• An exploration of artificial intelligence and machine learning for management models,including autonomic management, policy-based management, intent basedmanagement, 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