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Author

M. Alassafi

4 papers indexed here

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Open access Sep 2026

FedContrast-Shot: Privacy-Preserving Federated Contrastive Meta-Learning for Few-Shot Anomaly Detection in Cloud–Edge IIoT

Cloud-based deployments of Industrial Internet of Things (IIoT) systems have become more common for real-time monitoring and control of critical systems. However, anomaly detection in such environments remains challenging because labeled attack data are scarce, operational data are distributed across privacy-sensitive...

Mohammad Almansour, Iftikhar Ahmad, M. Alassafi · 0 citations
Open access Oct 2026

Fruit Quality Classification Through Feature Fusion and Deep Learning

Fruit quality assessment is an integral part of food safety, loss reduction after harvest and consumer satisfaction. In modern agricultural production systems, where quality control is essential for ensuring both domestic and export markets, it continues to play a vital role. Manual grading, which is widely used, is po...

Shajia Nafees, Muhammad Javed Iqbal, Iftikhar Ahmad et al. · 0 citations
Open access Oct 2026

Cross-Regional Digital Soil Mapping of OpenLandMap-Derived USDA Soil Texture Classes Using Remote Sensing and Machine Learning

Soil is a fundamental environmental resource that supports food production and sustainable agricultural systems. Soil’s texture is a key soil property that affects its capacity to hold water, infiltration rate, fertility, erosion risk, and crop productivity. Traditionally, it is determined using hydrometer or pipette a...

Umair Maqsood, Fatima Iftikhar, Kashif Sattar et al. · 0 citations
Open access Oct 2026

A comprehensive study on multi-dimensional predictive safety analysis of machine learning models in diabetes detection

This study presents a comprehensive multi-dimensional predictive safety analysis demonstrating that models with comparable discrimination performance can exhibit substantially different reliability and risk characteristics, and demonstrates that discrimination metrics alone are insufficient to characterize reliable cli...

Nasirul Mumenin, Md Appel Mahmud Pranto, M. Yousuf et al. · 0 citations

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