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Explainable AI for Communications and Networking
Hoofdkenmerken
Auteur: Hatim Chergui, Melike Erol-Kantarci, Christos Verikoukis
Titel: Explainable AI for Communications and Networking
Uitgever: Elsevier S & T
ISBN: 9780443291364
ISBN boekversie: 9780443291357
Prijs: € 152.26
Verschijningsdatum: 08-04-2025
Inhoudelijke kenmerken
Categorie: Mobile & Wireless Communications
Taal: English
Imprint: Academic Press
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

\u003ci\u003eExplainable AI for Communications and Networking: Toward Responsible Automation\u003c/i\u003e gives a tour into the realm of Explainable Artificial Intelligence (XAI) and its impact on transparent and autonomous communication networks. The book equips readers from diverse backgrounds in communications and networking with a variety of XAI tools, metrics and frameworks to demystify AI systems through graphical taxonomies and mathematical formulations, which are further enriched with code snippets. The book also examines XAI implementation in wireless communications, network management, generative AI for telecom and cybersecurity, before presenting practical use-cases emanating from an industry perspective. Finally, the regulatory, ethical, and legal implications of XAI in telecommunications are reviewed, before concluding with key challenges and takeaways.\u003cul\u003e\u003cli\u003eIncludes XAI graphical taxonomies, metrics, formulations and code snippets.\u003c/li\u003e\u003cli\u003eProvides practical examples and use-cases from a telecom industry perspective.\u003c/li\u003e\u003cli\u003eCovers implementation guidelines (XAI libraries/implementation tools) tailored to a communications and networking context.\u003c/li\u003e\u003cli\u003eHighlights the application of XAI in wireless communications, network management, generative AI for telecom and cybersecurity.\u003c/li\u003e\u003cli\u003ePresents a thorough synthesis of the regulatory and ethical implications of XAI worldwide.\u003c/li\u003e\u003c/ul\u003e
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