Author

Shirina Samreen

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Open access Aug 2026

A Multi-Head Feature-Expert Detection framework for intrusion detection in the Internet of Medical Things

This study derives both from a decomposition of the detector itself and measures the cost of edge-deployable novelty detection and cross-environment adaptation.

Shirina Samreen, Hafeez Ur Rehman Siddiqui, Nada Alzaben et al. · Scientific Reports · 0 citations

2026

Android Malware Detection Using CTGAN-Based Data Augmentation and Autoencoder-Driven Feature Extraction

Experimental results demonstrate that the combined CTGAN and autoencoder pipeline significantly improves minority-class detection while maintaining high overall accuracy, and highlight that integrating generative augmentation with learned feature representations is an effective strategy for handling high-dimensional, i...

Shirina Samreen · Journal of engineering and a... · 0 citations