| 2026 | DATA | Evaluating and Comparing Optimized CNN and Transformer Architectures for EEG-Based Depression Detection. | Khaoula Ansari, Ibtissam Abnane, Ali Idri |
| 2025 | ICCSA | Designing and Evaluating Heterogeneous Ensembles for Blood Glucose Level Forecasting. | Mamoune Benaida, Ibtissam Abnane, Ali Idri |
| 2025 | WorldCIST | Exploring Imputation Techniques on Single and Ensemble Medical Classification. | Ismail Moatadid, Ali Idri, Ibtissam Abnane |
| 2023 | DATA | Does Categorical Encoding Affect the Interpretability of a Multilayer Perceptron for Breast Cancer Classification? | Hajar Hakkoum, Ali Idri, Ibtissam Abnane, Jos Luis Fernades-Aleman |
| 2023 | IC3K | Comparing Ensemble and Single Classifiers Using KNN Imputation for Incomplete Heart Disease Datasets. | Ismail Moatadid, Ibtissam Abnane, Ali Idri |
| 2022 | AICCSA | Evaluating Interpretability of Multilayer Perceptron and Support Vector Machines for Breast Cancer Classification. | Hajar Hakkoum, Ibtissam Abnane, Ali Idri |
| 2022 | WorldCIST | Machine and Deep Learning Predictive Techniques for Blood Glucose Level. | Mamoune Benaida, Ibtissam Abnane, Ali Idri, Touria El Idrissi |
| 2022 | WorldCIST | Performance-Interpretability Tradeoff of Mamdani Neuro-Fuzzy Classifiers for Medical Data. | Hafsaa Ouifak, Ali Idri, Hicham Benbriqa, Ibtissam Abnane |
| 2021 | ICCSA | Deep and Ensemble Learning Based Land Use and Land Cover Classification. | Hicham Benbriqa, Ibtissam Abnane, Ali Idri, Khouloud Tabiti |
| 2020 | ICCSA | Comparing Statistical and Machine Learning Imputation Techniques in Breast Cancer Classification. | Imane Chlioui, Ibtissam Abnane, Ali Idri |
| 2020 | WorldCIST | Artificial Neural Networks Interpretation Using LIME for Breast Cancer Diagnosis. | Hajar Hakkoum, Ali Idri, Ibtissam Abnane |
| 2019 | FedCSIS | Predicting blood glucose using an LSTM Neural Network. | Touria El Idrissi, Ali Idri, Ibtissam Abnane, Zohra Bakkoury |
| 2019 | WorldCIST | Breast Cancer Classification with Missing Data Imputation. | Imane Chlioui, Ali Idri, Ibtissam Abnane, Juan Manuel Carrillo de Gea, Jos Luis Fernndez-Alemn |
| 2019 | WorldCIST | Impact of Parameter Tuning on Machine Learning Based Breast Cancer Classification. | Ali Idri, Mohamed Hosni, Ibtissam Abnane, Juan Manuel Carrillo de Gea, Jos Luis Fernndez-Alemn |
| 2018 | FedCSIS | Improved Analogy-based Effort Estimation with Incomplete Mixed Data. | Ibtissam Abnane, Ali Idri |
| 2017 | SAC | Empirical evaluation of fuzzy analogy for software development effort estimation. | Ibtissam Abnane, Ali Idri, Alain Abran |
| 2015 | SNPD | Systematic mapping study of missing values techniques in software engineering data. | Ali Idri, Ibtissam Abnane, Alain Abran |