A Comparative Study of Sentiment-Aware Collaborative Filtering Algorithms for Arabic Recommendation Systems. - Sumaia Mohammed Al-Ghuribi; Shahrul Azman Mohd. Noah; Mawal A. Mohammed; Neeraj Tiwary; Nur Izyan Yasmin Saat (IEEE Access, 2024)

Beyond Relevance: Enhancing Serendipity in Content-Based Recommendations With Knowledge Graphs. - Nur Izyan Yasmin Saat; Masnizah Mohd; Shahrul Azman Mohd. Noah; Sumaia Mohammed Al-Ghuribi (IEEE Access, 2025)

Combining review elements for modelling various multi-criteria collaborative recommendation models. - Sumaia Mohammed Al-Ghuribi; Shahrul Azman Mohd. Noah; Sabrina Tiun; Mawal A. Mohammed; Nur Izyan Yasmin Saat (J. Big Data, 2025)