9 papers
Medication-Aware Financial Exploitation Detection for Alzheimer's Patients Using Edge-Aware Interaction Risk Modeling
Farzana Akter, Lisan Al Amin, Rakib Hossain +2
Financial exploitation is a growing concern for people with Alzheimer's disease, especially during periods of reduced cognitive stability. Conventional fraud detection systems usua…
Quantum Kernels for Audio Deepfake Detection Using Spectrogram Patch Features
Lisan Al Amin, Rakib Hossain, Mahbubul Islam +2
Quantum machine learning has emerged as a promising tool for pattern recognition, yet many audio-focused approaches still treat spectrograms as generic images and do not explicitly…
Democratizing AI: A Comparative Study in Deep Learning Efficiency and Future Trends in Computational Processing
Lisan Al Amin, Md Ismail Hossain, Rupak Kumar Das +2
The exponential growth in data has intensified the demand for computational power to train large-scale deep learning models. However, the rapid growth in model size and complexity…
Hybrid Federated and Split Learning for Privacy Preserving Clinical Prediction and Treatment Optimization
Farzana Akter, Rakib Hossain, Deb Kanna Roy Toushi +3
Collaborative clinical decision support is often constrained by governance and privacy rules that prevent pooling patient-level records across institutions. We present a hybrid pri…
Ethical and Explainable AI in Reusable MLOps Pipelines
Rakib Hossain, Mahmood Menon Khan, Lisan Al Amin +3
This paper introduces a unified machine learning operations (MLOps) framework that brings ethical artificial intelligence principles into practical use by enforcing fairness, expla…
Human-Centered Explainable AI for Security Enhancement: A Deep Intrusion Detection Framework
Md Muntasir Jahid Ayan, Md. Shahriar Rashid, Tazzina Afroze Hassan +6
The increasing complexity and frequency of cyber-threats demand intrusion detection systems (IDS) that are not only accurate but also interpretable. This paper presented a novel ID…