Explainable AI for Communications and Networking: Toward Responsible Automation
Editat de Hatim Chergui, Melike Erol-Kantarci, Christos Verikoukisen Limba Engleză Paperback – 2 apr 2025
- Includes XAI graphical taxonomies, metrics, formulations and code snippets.
- Provides practical examples and use-cases from a telecom industry perspective.
- Covers implementation guidelines (XAI libraries/implementation tools) tailored to a communications and networking context.
- Highlights the application of XAI in wireless communications, network management, generative AI for telecom and cybersecurity.
- Presents a thorough synthesis of the regulatory and ethical implications of XAI worldwide.
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Specificații
ISBN-13: 9780443291357
ISBN-10: 0443291357
Pagini: 225
Dimensiuni: 152 x 229 mm
Editura: ELSEVIER SCIENCE
ISBN-10: 0443291357
Pagini: 225
Dimensiuni: 152 x 229 mm
Editura: ELSEVIER SCIENCE
Cuprins
1. AI-Driven Network Automation
2. Explainable AI Overview
3. XAI Metrics and Frameworks
4. XAI for Wireless Communications
5. Neuro-Symbolic XAI for Communications
6. XAI for Network Management
7. Responsible Generative AI for Telecom
8. Explainable AI for Cybersecurity Decision: Challenges and Opportunities
9. Explainable AI for Telecom Use-Cases
10. XAI: Regulatory and Ethical Aspects
11. Future Directions and Challenges
12. Conclusions: A Human-Centric Perspective
2. Explainable AI Overview
3. XAI Metrics and Frameworks
4. XAI for Wireless Communications
5. Neuro-Symbolic XAI for Communications
6. XAI for Network Management
7. Responsible Generative AI for Telecom
8. Explainable AI for Cybersecurity Decision: Challenges and Opportunities
9. Explainable AI for Telecom Use-Cases
10. XAI: Regulatory and Ethical Aspects
11. Future Directions and Challenges
12. Conclusions: A Human-Centric Perspective