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Deep Learning Techniques for IoT Security and Privacy
Details
This book states that the major aim audience are people who have some familiarity with Internet of things (IoT) but interested to get a comprehensive interpretation of the role of deep Learning in maintaining the security and privacy of IoT. A reader should be friendly with Python and the basics of machine learning and deep learning. Interpretation of statistics and probability theory will be a plus but is not certainly vital for identifying most of the book's material.
Presents a Machine Learning Approach to Conducting Digital Forensics Contains state-of-the-art research and shows how to teach hands-on incident response and digital forensic courses Covers the applications of digital forensics and artificial intelligence in operating systems
Inhalt
Chapter 1, Conceptualization of Security, Forensics, and Privacy of Internet of Things.- Chapter 2, Internet of Things, Preliminaries and Foundations.- Chapter 3, Internet of Things Security Requirements, Threats, Countermeasures.- Chapter 4, Digital Forensics in Internet of Things.- Chapter 5, Supervised Deep Learning for Secure Internet of Things.- Chapter 6, Unsupervised Deep Learning for Secure Internet of Things.- Chapter 7, Semi-supervised Deep Learning for Secure Internet of Things.- Chapter 8, Reinforcement Learning for Secure Internet of Things.- Chapter 9, Federated Learning for Privacy-Preserving Internet of Things.- Chapter 10, Challenges, Opportunities, and Future Prospects.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783030890247
- Genre Technology Encyclopedias
- Lesemotiv Verstehen
- Anzahl Seiten 280
- Herausgeber Springer
- Größe H241mm x B160mm x T21mm
- Jahr 2021
- EAN 9783030890247
- Format Fester Einband
- ISBN 3030890244
- Veröffentlichung 06.12.2021
- Titel Deep Learning Techniques for IoT Security and Privacy
- Autor Mohamed Abdel-Basset , Nour Moustafa , Hossam Hawash , Weiping Ding
- Untertitel Studies in Computational Intelligence 997
- Gewicht 588g
- Sprache Englisch