Advanced Machine Learning for Cyber-Attack Detection in IoT N... - 9780443290329

Advanced Machine Learning for Cyber-Attack Detection in IoT NetworksAuthor(s): Dinh Thai Hoang, Nguyen Quang Hieu, Diep N. Nguyen, Ekram Hossain\nFormat: Paperback\nPublisher: Elsevier Science Publishing Co Inc, United States\nImprint: Academic Press Inc\nISBN-13: 9780443290329, 978-0443290329\nSynopsis\nAdvanced Machine Learning for Cyber-Attack Detection in IoT Networks analyzes diverse machine learning techniques, including supervised, unsupervised, reinforcement, and deep learning, along with their applications in detecting and preventing cyberattacks in future IoT systems. Chapters 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. Other sections look at the training, validation, and evaluation of supervised learning models and present case studies and examples that demon.