Considerably Improving Clustering Algorithms Using UMAP Dimensionality Reduction Technique: A Comparative Study. - Mebarka Allaoui; Mohammed Lamine Kherfi; Abdelhakim Cheriet (ICISP, 2020)

Object Detector Combination for Increasing Accuracy and Detecting More Overlapping Objects. - Khaoula Drid; Mebarka Allaoui; Mohammed Lamine Kherfi (ICISP, 2020)

A Comparative Study of the Impact of Different First Order Optimizers on the Learning Process of UNet for Change Detection Task. - Basma Dokkar; Bouthaina Meddour; Khadra Bouanane; Mebarka Allaoui; Mohammed Lamine Kherfi (ISPR (2), 2023)

A Novel Two-Fold Loss Function for Data Clustering and Reconstruction: Application to Document Analysis. - Mebarka Allaoui; Mohammed Lamine Kherfi; Oussama Aiadi; Samir Brahim Belhaouari (IEEE Access, 2023)

Centroid Initialization Method for t-Distributed Stochastic Neighbour Embedding (t-SNE). - Sara Husam Nassar; Samir B. Belhaouari; Mebarka Allaoui; Mohammed Lamine Kherfi (MLNLP, 2024)

Behaviors of first-order optimizers in the context of sparse data and sparse models: A comparative study. - Khadra Bouanane; Basma Dokkar; Mebarka Allaoui; Bouthayna Meddour; Mohammed Lamine Kherfi; Rachid Hedjam (Digit. Signal Process., 2024)

Unified embedding and clustering. - Mebarka Allaoui; Mohammed Lamine Kherfi; Abdelhakim Cheriet; Abdelhamid Bouchachia (Expert Syst. Appl., 2024)

Meta-Unsupervised Representation Learning: A New Approach to Factorization and Interpretability. - Ameer Ahmed Khan; Rachid Hedjam; Mebarka Allaoui; Guoqiang Zhong 001 (Canadian AI, 2025)

t-SNE-PSO: Optimizing t-SNE using particle swarm optimization. - Mebarka Allaoui; Samir Brahim Belhaouari; Rachid Hedjam; Khadra Bouanane; Mohammed Lamine Kherfi (Expert Syst. Appl., 2025)