Five steps to security.

Health Serv J

Imperial College London.

Published: January 2011

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Article Synopsis
  • The increasing use of connected devices in smart homes has heightened security risks, particularly from Man-in-the-Middle (MitM) attacks, which can go undetected.
  • Traditional security methods struggle to manage these complex threats, highlighting the need for more advanced intrusion detection systems.
  • The AEXB Model, a hybrid deep learning approach combining AutoEncoder for feature extraction and XGBoost for classification, achieves 97.24% accuracy in detecting MitM attacks, while also enabling real-time threat responses and continuous protection.
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