Publications
Research Outputs
Peer-reviewed research outputs and publicly accessible scholarly records. Publication status is stated precisely, with links to authoritative sources.
PUBLISHED
Enhancing intrusion detection using MAG: A shallow multilayer perceptron tuned with Adam and grey wolf optimization
This peer-reviewed article presents MAG, a lightweight intrusion-detection model based on a shallow multilayer perceptron tuned with Adam and Grey Wolf Optimization, with emphasis on detection performance, false-alarm reduction, and practical IoT security.
PUBLISHED
Internet of Things (IoT) intrusion detection by machine learning (ML): A review
A peer-reviewed review of machine-learning approaches to IoT intrusion detection, covering common attacks, public datasets, detection methods, optimization strategies, and evaluation metrics.