| 2025 | FlAIRS | Flexible Dirichlet Mixture Model for Multi-modal data Clustering. | Seunghyun Hong, Fatma Najar, Manar Amayri, Nizar Bouguila |
| 2023 | CoDIT | Sentiment Analysis Using Smoothed Probabilistic-Based Models. | Fatma Najar, Nizar Bouguila |
| 2023 | ISNCC | Generalized Probabilistic Clustering Projection Models for Discrete Data. | Sahar Salmanzade Yazdi, Fatma Najar, Nizar Bouguila |
| 2021 | ACIIDS | Short Text Clustering Using Generalized Dirichlet Multinomial Mixture Model. | Samar Hannachi, Fatma Najar, Nizar Bouguila |
| 2021 | ADMA | Sparse Generalized Dirichlet Prior Based Bayesian Multinomial Estimation. | Fatma Najar, Nizar Bouguila |
| 2021 | ICDAR | Sparse Document Analysis Using Beta-Liouville Naive Bayes with Vocabulary Knowledge. | Fatma Najar, Nizar Bouguila |
| 2021 | IRI | Jointly smoothing word embedding and text representation. | Fatma Najar, Nizar Bouguila |
| 2020 | AI | Happiness Analysis with Fisher Information of Dirichlet-Multinomial Mixture Model. | Fatma Najar, Nizar Bouguila |
| 2020 | ATSIP | Efficient Statistical Learning Framework with Applications to Human Activity and Facial Expression Recognition. | Fatma Najar, Sami Bourouis, Marwan Alshar'e, Roobaea Alroobaea, Nizar Bouguila, Ali H. Al-Badi, Ines Channoufi |
| 2020 | ISNCC | Recognition of human interactions in feature films based on infinite mixture of EDCM. | Fatma Najar, Nuha Zamzami, Nizar Bouguila |
| 2020 | ISVC | Generalized Inverted Dirichlet Optimal Predictor for Image Inpainting. | Omar Graja, Fatma Najar, Nizar Bouguila |
| 2020 | ISVC | Image Categorization Using Agglomerative Clustering Based Smoothed Dirichlet Mixtures. | Fatma Najar, Nizar Bouguila |
| 2020 | SMC | Instance-Based Learning for Human Action Recognition. | Mark Haddad, Vahid Khorasani Ghassab, Fatma Najar, Nizar Bouguila |
| 2019 | IRI | Fake News Detection Using Bayesian Inference. | Fatma Najar, Nuha Zamzami, Nizar Bouguila |
| 2017 | AICCSA | A Comparison Between Different Gaussian-Based Mixture Models. | Fatma Najar, Sami Bourouis, Nizar Bouguila, Safya Belghith |