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Author

Ahmad Alshammari

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Review Sep 2026

Parkinson's disease diagnosis using machine learning and multimodal biomarkers: A systematic review.

Multimodal fusion architectures, particularly cross-attention transformers integrating motor, voice, and gait data, consistently outperformed unimodal approaches by 4%-8% in the area under the receiver operating characteristic curve (AUC), with the largest gains in early stage detection and differential diagnosis tasks...

Muhammad Imran Khan, A. Imran, A. Alshammari · 0 citations
Open access Aug 2026

Ensemble attention deep network for imbalanced silicon wafer defect inspection

The proposed ensemble attention convolutional neural network (EACNN) first performs binary defect detection to distinguish between defective and non-defective samples, followed by a dedicated defect-type classification for fine-grained categorization that underscores EACNN’s ability to learn highly discriminative featu...

Uzma Batool, Zahid Iqbal, M. I. Shapiai et al. · 1 citation
Open access Jul 2026

Neural-network-inspired federated coordination for noise-tolerant distributed optimization in cyber-physical demand-side management

The results show that hierarchical feedback, bounded unit influence, stochastic aggregation, and compressed message passing can support stable privacy-preserving distributed coordination in distributed agent networks.

Atef Gharbi, Ahmad Alshammari, Nasser S. Albalawi et al. · 0 citations

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