Communication Networks and Service Management in the Era of Artificial Intelligence and Machine Learning. Группа авторов. Читать онлайн. Newlib. NEWLIB.NET

Автор: Группа авторов
Издательство: John Wiley & Sons Limited
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Жанр произведения: Отраслевые издания
Год издания: 0
isbn: 9781119675518
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as a scalable end‐to‐end traffic optimization system that can collect network information, learn from past decisions, and perform actions to achieve operator‐defined goals.

      Chapter 11, The New Abnormal: Network Anomalies in the AI Era, summarizes recent developments on how AI algorithms bring new possibilities for anomaly detection, and discusses new representation learning techniques such as Generative Artificial Networks and Autoencoders, and new techniques such as reinforcement learning that can be used to improve models learned with machine learning algorithms.

      Chapter 12, Automated Orchestration of Security Chains Driven by Process Learning, describes an automated orchestration methodology for security chains in order to secure connected devices and their applications and illustrates how it could be used for protecting Android devices by relying on software‐defined networks.

      Chapter 13, Architectures for Blockchain‐IoT Integration, focuses on defining and determining measures and criteria to be met for an efficient Blockchain and Internet‐of‐Things integration. It discusses the integration incentives and suitable use cases, as well as the dedicated metrics for scalability, security, and energy efficiency.

      New York

       Nur Zincir‐Heywood

       Marco Mellia

       Yixin Diao

      We sincerely thank all authors for their contributions. This book would not have been possible without their support and sharing of long‐time expertise to benefit the broader audience of this book. We are especially thankful to our Book Series Editors Dr. Mehmet Ulema and Dr. Veli Sahin for inspiring us to start this book project and for providing enthusiastic support throughout. Last but certainly not least, we want to express our sincere gratitude to IEEE – Wiley editors Mary Hatcher, Teresa Netzler, and Victoria Bradshaw for their countless effort to make this book become a reality.

Part I Introduction

       Marco Mellia1, Nur Zincir‐Heywood2, and Yixin Diao3

       1 Department of Electronics and Telecommunications, Politecnico di Torino, Torino, Italy

       2 Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada

       3 PebblePost, New York, NY, USA