Author

Fatima N. Al-Aswadi

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Open access Sep 2025

Adaptive Dual-Mode Distillation for Robust and Communication-Efficient Federated Learning Under Statistical and Model Heterogeneity

The growing volume of data from smart devices offers significant potential for machine learning, yet privacy concerns hinder centralized use. Federated Learning (FL) has emerged as a promising decentralized learning (DL) approach enabling the use of distributed data without compromising privacy. However, practical depl...

Zahid Iqbal, Fatima N. al-Aswadi, Haziqah Shamsudin et al. · IEEE Access · 0 citations

Open access Sep 2026

Opportunities and Challenges in Big Data Analytics for Decision Making: An Integrated Framework

Big Data Analytics (BDA) has evolved from a predominantly technical batch function into a socio-technical capability integrating cloud-native platforms, stream processing, Lakehouse architecture, machine learning operations (MLOps), visualization, governance, and managerial judgment. This paper proposes an integrated B...

W. Alma'aitah, Fatima N. Al-Aswadi, Addy Quraan et al. · Computers · 0 citations