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Full Description
This book highlights the importance of data-driven techniques to solve wireless communication problems. It presents a number of problems (e.g., related to performance, security, and social networking), and provides solutions using various data-driven techniques, including machine learning, deep learning, federated learning, and artificial intelligence.
This book details wireless communication problems that can be solved by data-driven solutions. It presents a generalized approach toward solving problems using specific data-driven techniques. The book also develops a taxonomy of problems according to the type of solution presented and includes several case studies that examine data-driven solutions for issues such as quality of service (QoS) in heterogeneous wireless networks, 5G/6G networks, and security in wireless networks.
The target audience of this book includes professionals, researchers, professors, and students working in the field of networking, communications, machine learning, and related fields.
Contents
Part 1: Data-Driven Wireless Networks: Design and Applications
Chapter 1: Data-Driven Wireless Networks: A Perspective
Chapter 2: A Collaborative Data-Driven Intelligence for Future Wireless Networks
Chapter 3: Federated learning Technique in Enabling Data-driven Design for Wireless Communication
Chapter 4: Application of Wireless Network Data Driver using Edge Computing and Deep Learning in Intelligent Transportation
Chapter 5: Data-Driven Agriculture and the Role of AI in Smart Farming
Part II: Data-Driven Techniques and Security Issues in Wireless Networks
Chapter 6: Data-Driven Techniques and Security Issues in Wireless Network
Chapter 7: Data-Driven Techniques for Intrusion Detection in Wireless Networks
Part III: Advanced Topics in Data-Driven Intelligence for Wireless Networks
Chapter 8: Policy-based Data Analytic for Software-Defined Wireless
Chapter 9: Data-Driven Coexistence in Next-Generation Heterogeneous Cellular Networks
Chapter 10: Programming Languages, Tools, and Technique
