Author

Noaman M. Ali

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Open access Sep 2026

Fuzzy Reverse Neighborhood Discriminant Analysis: Soft Memberships, Adaptive Graphs, and Choquet-Integral Fusion for Robust Feature Extraction

Conventional linear discriminant analysis (LDA) and its graph-based extensions encounter challenges with class overlap, uneven sampling, and inflexible neighborhood selection. Although reverse nearest neighbor (RNN) graphs address data density, standard Reverse Neighborhood Discriminant Analysis (RNDA) relies on hard l...

Sultan Alateeg, Mohammed E. Almandouh, A. Alsadoun et al. · Mathematics · 0 citations

Review Open access Jul 2026

LLM-RS: A Large Language Model-Based Sequential Recommendation with Reasoning

Comprehensive evaluations across the Amazon Reviews, MovieLens, MIND, and KuaiSAR datasets demonstrate that LLM-RS not only matches state-of-the-art methods in accuracy but also significantly enhances explanation quality, user trust, and recommendation diversity.

A. Gadallah, H. Hefny, Mohammed E. Almandouh et al. · Mathematics · 0 citations