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.
Table of Contents
PART I Data-Driven Wireless Networks: Design and Applications
Chapter 1: Data-Driven Wireless Networks: A Perspective
Muhammad Ateeq and Muhammad Khalil Afzal
Chapter 2: A Collaborative Data-Driven Intelligence for Future Wireless Networks
Rashid Ali and Hyung Seok Kim
Chapter 3: Federated Learning Technique in Enabling Data-Driven Design for Wireless Communication
Ahmad Arsalan, Tariq Umer, and Asif Rehman
Chapter 4: Application of Wireless Network Data Driver using Edge Computing and Deep Learning in Intelligent Transportation
Zhihan Lv
Chapter 5: Data-Driven Agriculture and Role of AI in Smart Farming
El Mehdi Ouafiq, Rachid Saadane, and Abdellah Chehri
PART II Data-Driven Techniques and Security Issues in Wireless Networks
Chapter 6: Data-Driven Techniques and Security Issues in Wireless Networks
Mamoon M. Saeed, Elmustafa Sayed Ali, and Rashid A. Saeed
Chapter 7: Data-Driven Techniques for Intrusion Detection in Wireless Networks
Lina Elmoiz Alatabani, Elmustafa Sayed Ali, and Rashid A. Saeed
PART III Advanced Topics in Data-Driven Intelligence for Wireless Networks
Chapter 8: Policy-based Data Analytic for Software Defined Wireless Sensor Networks
Rashid Amin, Mudassar Hussain, Saima Bibi, and Ayesha Sabir
Chapter 9: Data-Driven Coexistence in Next-Generation Heterogeneous Cellular Networks
Salman Saadat
Chapter 10: Programming Languages, Tools, and Techniques
Muhammad Ateeq and Muhammad Khalil Afzal
