An effective feature engineering for DNN using hybrid PCA-GWO for intrusion detection in IoMT architecture

R.M., Swarna Priya, Maddikunta, Praveen Kumar Reddy, M., Parimala, Koppu, Srinivas, Gadekallu, Thippa Reddy, Chowdhary, Chiranji Lal, Alazab, Mamoun·2020·Computer Communications

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  11. Investigation of Security Attacks in IoMT Devices and Federated Learning as a Mitigation Strategy
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  28. Robust AI-based intrusion detection for IoMT: A data-efficient approach via optimized feature selection and hybrid data balancing
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    Goksun ONAL, Mesut Güven · 2025 · IEEE Access
  61. Traffic Monitoring and Malicious Detection Multidimensional PCAP Data Using Optimized LSTM RNN
    S. Leelalakshmi, Rameshkumar K. · 2022 · International Journal of Information Security and Privacy
  62. Cybersecurity Challenges in Healthcare Medical Devices
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  63. Intrusion Detection System for Internet of Medical Things
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  71. Ensemble Feature Engineering and Deep Learning for Botnet Attacks Detection in the Internet of Things
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  82. Design and Development of Ternary-Based Anomaly Detection in Semantic Graphs Using Metaheuristic Algorithm
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