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Advanced Machine Learning for Cyber-Attack Detection in IoT Networks

Jezik EngleskiEngleski
Knjiga Meki uvez
Knjiga Advanced Machine Learning for Cyber-Attack Detection in IoT Networks Dinh Thai Hoang
Libristo kod: 46233267
Nakladnici Elsevier Science, ožujak 2025
Advanced Machine Learning for Cyber-Attack Detection in IoT Networks offers a comprehensive overview... Cijeli opis
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Advanced Machine Learning for Cyber-Attack Detection in IoT Networks offers a comprehensive overview of cybersecurity threats in future IoT systems. The book analyzes diverse machine learning techniques, including supervised, unsupervised, reinforcement, and deep learning, and their applications in detecting and preventing cyber-attacks in future IoT systems. Chapters will investigate the key challenges and vulnerabilities found in IoT security, how to handle challenges in data collection and pre-processing specific to IoT environments, as well as what metrics to consider for evaluating the performance of machine learning models. Chapters will look at the training, validation, and evaluation of supervised learning models and present case studies and examples demonstrating the application of supervised learning in IoT security. The target audience for this book includes, but is not limited to, graduate students, researchers, and practicing engineers.

  • Presents a comprehensive overview of research on IoT security threats and potential attacks
  • Investigates machine learning techniques, their mathematical foundations, and their application in cybersecurity
  • Presents metrics for evaluating the performance of machine learning models as well as benchmark datasets and evaluation frameworks for assessing IoT systems

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Informacije o knjizi

Puni naziv Advanced Machine Learning for Cyber-Attack Detection in IoT Networks
Jezik Engleski
Uvez Knjiga - Meki uvez
Datum izdanja 2025
Broj stranica 300
EAN 9780443290329
ISBN 0443290326
Libristo kod 46233267
Nakladnici Elsevier Science
Težina 815
Dimenzije 191 x 235
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