Enhancing Collaborative Filtering-Based Recommender System Using Sentiment Analysis. - Ikram Karabila; Nossayba Darraz; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Future Internet, 2023)

BERT-enhanced sentiment analysis for personalized e-commerce recommendations. - Ikram Karabila; Nossayba Darraz; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Multim. Tools Appl., 2024)

Integrated sentiment analysis with BERT for enhanced hybrid recommendation systems. - Nossayba Darraz; Ikram Karabila; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Expert Syst. Appl., 2025)

Advancing recommendation systems with DeepMF and hybrid sentiment analysis: Deep learning and Lexicon-based integration. - Nossayba Darraz; Ikram Karabila; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Expert Syst. Appl., 2025)

A hybrid approach combining sentiment analysis and deep learning to mitigate data sparsity in recommender systems. - Ikram Karabila; Nossayba Darraz; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Neurocomputing, 2025)

Detecting trending products through moving average and sentiment analysis. - Nossayba Darraz; Ikram Karabila; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Multim. Tools Appl., 2025)

Enhancing recommendation systems with collaborative filtering and sentiment analysis: dimensionality reduction for improved content-based approaches. - Nossayba Darraz; Ikram Karabila; Anas El-Ansari; Nabil Alami; Mostafa El Mallahi (Knowl. Inf. Syst., 2025)