Comparative study of the systems of semantic integration of information: A survey. - Oumayma Banouar; Said Raghay (AICCSA, 2015)

Machine learning for personalized access to multiple data sources through ontologies. - Oumayma Banouar; Said Raghay (BDCA, 2017)

Collaborating filtering using unsupervised learning for image reconstruction from missing data. - Oumayma Banouar; Souad Mohaoui; Said Raghay (EURASIP J. Adv. Signal Process., 2018)

Enriching SPARQL Queries by User Preferences for Results Adaptation. - Oumayma Banouar; Said Raghay (Int. J. Softw. Eng. Knowl. Eng., 2018)

Comparative study of data preparation methods in quantum clustering algorithms. - Oumayma Ouedrhiri; Oumayma Banouar; Said Raghay; Salah el Hadaj (NISS (ACM), 2021)

Intelligent recommender system based on quantum clustering and matrix completion. - Oumayma Ouedrhiri; Oumayma Banouar; Salah el Hadaj; Said Raghay (Concurr. Comput. Pract. Exp., 2022)

Quantum Fidelity Based Fuzzy C-Means Clustering Algorithm. - Oumayma Ouedrhiri; Usef Faghihi; Fadel Touré; Oumayma Banouar (QCE, 2024)

Pattern-Based Recommender System Using Nuclear Norm Minimization of Three-Mode Tensor and Quantum Fidelity-Based K-Means. - Oumayma Banouar; Said Raghay (Int. J. Pattern Recognit. Artif. Intell., 2024)

Recommender Systems Approaches for Software Defect Prediction: A Comparative Study. - Ahmed-Reda Rhazi; Oumayma Banouar; Fadel Touré; Said Raghay (ENASE, 2025)