| 2026 | DATA | Evaluating and Comparing Optimized CNN and Transformer Architectures for EEG-Based Depression Detection. | Khaoula Ansari, Ibtissam Abnane, Ali Idri |
| 2026 | ENASE | An Automated Evaluation of LLM Generated Code Maintainability Based on Multi-Level Measures and Comparative Analysis. | Rahma Becha, Asma Sellami, Nadia Bouassida, Ali Idri |
| 2026 | ICCSA | Comparative Evaluation of Filter and Wrapper Feature Selection Methods in Species Distribution Modeling. | Yousra Cherif, Ali Idri |
| 2026 | ICCSA | Enhancing the Trustworthiness of Deep Ensemble via Explainability in Medical Imaging. | Gbgninougbo Aurel Davy Tchokponhoue, Ali Idri |
| 2026 | ICSoft | Evaluating Bagging-Based Ensembles for Predicting Performance in Configurable Software Systems. | Taha El Hihi, Ali Idri |
| 2026 | WorldCIST | RAG Automation of COSMIC Functional Size Measurement Using Large Language Models. | Manal Chailou, Widad Elouataoui, Ali Idri |
| 2026 | WorldCIST | A Generative AI and Cost-Sensitive Learning Framework for Robust Intrusion Detection Against Adversarial Attacks. | Hind Haqqoun, Ali Idri, Houssam Zouhri |
| 2025 | ICCSA | Designing and Evaluating Heterogeneous Ensembles for Blood Glucose Level Forecasting. | Mamoune Benaida, Ibtissam Abnane, Ali Idri |
| 2025 | ISNCC | Evaluating Bagging Ensembles with DenseNet201 and Swin Transformer for Breast Cancer Detection: A Comparative Study on Ultrasound and Mammography Images. | Asma Zizaan, Ali Idri |
| 2025 | WorldCIST | Exploring Imputation Techniques on Single and Ensemble Medical Classification. | Ismail Moatadid, Ali Idri, Ibtissam Abnane |
| 2025 | WorldCIST | Reliable Cervical Cancer Screening Using Cytology Data Through a Histopathology Foundation Model. | Gbgninougbo Aurel Davy Tchokponhoue, Ali Idri |
| 2024 | DATA | Machine Learning Classification in Cardiology: A Systematic Mapping Study. | Khadija Anejjar, Fatima Azzahra Amazal, Ali Idri |
| 2024 | DATA | A Quality-Centric Mapping Study of Machine Learning Classification Techniques in Cardiology: Key Trends, Datasets, and Performance Improvements. | Khadija Anejjar, Fatima Azzahra Amazal, Ali Idri |
| 2024 | DATA | A Comparative Study on the Impact of Categorical Encoding on Black Box Model Interpretability. | Hajar Hakkoum, Ali Idri |
| 2024 | IC3K | Optimizing Federated Learning for Intrusion Detection in IoT Networks. | Abderahmane Hamdouchi, Ali Idri |
| 2024 | IC3K | Insights into the Potential of Fuzzy Systems for Medical AI Interpretability. | Hafsaa Ouifak, Ali Idri |
| 2024 | ICMLA | Fusion of Real and Synthetic Subtracted Contrast-Enhanced Mammograms for Enhanced Tumor Detection. | Fatima Zahrae Nakach, Ali Idri, Apostolia Tsirikoglou |
| 2024 | MICCAI | Evaluation of Bagging Ensembles on Multimodal Data for Breast Cancer Diagnosis. | Abdulganiyu Jimoh, Fatima Zahrae Nakach, Ali Idri, Ikram Chairi |
| 2024 | WorldCIST | Habitat Suitability Assessment of Three Passerine Birds Using Ensemble Learning with Diverse Models. | Omar El Alaoui, Ali Idri |
| 2024 | WorldCIST | Multiclass Intrusion Detection in IoT Using Boosting and Feature Selection. | Abderrahmane Hamdouchi, Ali Idri |
| 2024 | WorldCIST | A Comparative Assessment of Wrappers and Filters for Detecting Cyber Intrusions. | Houssam Zouhri, Ali Idri |
| 2024 | ISPR | Feature Extraction and Dimensionality Reduction to Evaluate Decision Tree Ensembles for Diabetic Retinopathy Detection. | Chaymaa Lahmar, Ali Idri |
| 2023 | CoDIT | The Impact of Grid Search on Bug Resolution Prediction for Open-Source Software. | Chaymae Miloudi, Laila Cheikhi, Ali Idri, Alain Abran |
| 2023 | CoDIT | Bug Resolution Prediction for Open-Source Software Using Ensembles of Instance Selection Algorithms. | Chaymae Miloudi, Laila Cheikhi, Ali Idri, Alain Abran |
| 2023 | DATA | Heterogeneous Ensemble Learning for Modelling Species Distribution: A Case Study of Redstarts Habitat Suitability. | Omar El Alaoui, Ali Idri |
| 2023 | DATA | Fundus Unimodal and Late Fusion Multimodal Diabetic Retinopathy Grading. | Sara El-Ateif, Ali Idri |
| 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 | DATA | Integrating Autoencoder-Based Hybrid Models into Cervical Carcinoma Prediction from Liquid-Based Cytology. | Ferdaous Idlahcen, Ali Idri, Hasnae Zerouaoui |
| 2023 | IC3K | Mapping Cost-Sensitive Learning for Imbalanced Medical Data: Research Trends and Applications. | Imane Araf, Ali Idri, Ikram Chairi |
| 2023 | IC3K | Impact of Thresholds of Univariate Filters for Predicting Species Distribution. | Yousra Cherif, Ali Idri, Omar El Alaoui |
| 2023 | IC3K | Enhancing Diabetic Retinopathy Detection Using CNNs with Dimensionality Reduction Techniques and K-Nearest Neighbors Ensembles. | Chaymaa Lahmar, Ali Idri |
| 2023 | IC3K | Comparing Ensemble and Single Classifiers Using KNN Imputation for Incomplete Heart Disease Datasets. | Ismail Moatadid, Ibtissam Abnane, Ali Idri |
| 2023 | ICAART | Explainability of MLP Based Species Distribution Models: A Case Study. | Imane El Assari, Hajar Hakkoum, Ali Idri |
| 2023 | ICAART | A Novel Bagged Ensemble Approach for Accurate Histopathological Breast Cancer Classification Using Transfer Learning and Convolutional Neural Networks. | Fatima Zahrae Nakach, Ali Idri |
| 2023 | ICAART | Deep Hybrid Bagging Ensembles for Classifying Histopathological Breast Cancer Images. | Fatima Zahrae Nakach, Ali Idri, Hasnae Zerouaoui |
| 2023 | ICAART | Bagged Ensembles for Blood Glucose Prediction: A Comparative Study. | Mohamed Zaim Wadghiri, Ali Idri |
| 2023 | ICAART | Applied Deep Learning Architectures for Breast Cancer Screening Classification. | Asma Zizaan, Ali Idri, Hasnae Zerouaoui |
| 2023 | WorldCIST | Reviewing Learning Software Engineering Through Serious Game Development. | Manal Kharbouch, Jos Alberto Garca-Bern, Juan Manuel Carrillo de Gea, Joaqun Nicols Ros, Jos Ambrosio Toval lvarez, Ali Idri, Jos Luis Fernndez-Alemn |
| 2022 | AICCSA | Evaluating Interpretability of Multilayer Perceptron and Support Vector Machines for Breast Cancer Classification. | Hajar Hakkoum, Ibtissam Abnane, Ali Idri |
| 2022 | AICCSA | Neuro-fuzzy ensembles: A systematic mapping study. | Hafsaa Ouifak, Ali Idri |
| 2022 | AICCSA | Histological breast cancer classification using CNN and MLP based ensembles. | Hasnae Zerouaoui, Ali Idri, Omar El Alaoui |
| 2022 | ENASE | Quality Evaluation of Mobile GIS for Data Collection. | Badr El Fhel, Lamyae Sardi, Ali Idri |
| 2022 | ENASE | A Reusable Catalog of Requirements for Gamified Mobile Health Applications. | Lamyae Sardi, Ali Idri, Leanne M. Redman, Hassan Alami, Jos Luis Fernndez-Alemn |
| 2022 | IC3K | Whole-slide Classification of H&E-stained Cervix Uteri Tissue using Deep Neural Networks. | Ferdaous Idlahcen, Pierjos Francis Colere Mboukou, Hasnae Zerouaoui, Ali Idri |
| 2022 | IC3K | Comparative Assessment of Deep End-To-End, Deep Hybrid and Deep Ensemble Learning Architectures for Breast Cancer Histological Classification. | Hasnae Zerouaoui, Ali Idri |
| 2022 | IC3K | Assessing the Impact of Deep End-to-End Architectures in Ensemble Learning for Histopathological Breast Cancer Classification. | Hasnae Zerouaoui, Ali Idri, Omar El Alaoui |
| 2022 | ICCSA | Random Forest Based Deep Hybrid Architecture for Histopathological Breast Cancer Images Classification. | Fatima Zahrae Nakach, Hasnae Zerouaoui, Ali Idri |
| 2022 | WorldCIST | Deep Stacked Ensemble for Breast Cancer Diagnosis. | Omar El Alaoui, Hasnae Zerouaoui, 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 | Towards a Taxonomy of Software Maintainability Predictors: A Detailed View. | Sara Elmidaoui, Laila Cheikhi, Ali Idri, Alain Abran |
| 2022 | WorldCIST | Systematic Map of Data Mining for Gynecologic Oncology. | Ferdaous Idlahcen, Ali Idri |
| 2022 | WorldCIST | The Impact of Instance Selection Algorithms on Maintenance Effort Estimation for Open-Source Software. | Chaymae Miloudi, Laila Cheikhi, Ali Idri, Alain Abran |
| 2022 | WorldCIST | Deep Hybrid AdaBoost Ensembles for Histopathological Breast Cancer Classification. | Fatima Zahrae Nakach, Hasnae Zerouaoui, Ali Idri |
| 2022 | WorldCIST | Performance-Interpretability Tradeoff of Mamdani Neuro-Fuzzy Classifiers for Medical Data. | Hafsaa Ouifak, Ali Idri, Hicham Benbriqa, Ibtissam Abnane |
| 2022 | WorldCIST | Systematic Map of Machine Learning Based Breast Cancer Screening. | Asma Zizaan, Ali Idri |
| 2021 | ICCSA | Deep and Ensemble Learning Based Land Use and Land Cover Classification. | Hicham Benbriqa, Ibtissam Abnane, Ali Idri, Khouloud Tabiti |
| 2021 | ICCSA | Investigating Accuracy and Diversity in Heterogeneous Ensembles for Breast Cancer Classification. | Bouchra El Ouassif, Ali Idri, Mohamed Hosni |
| 2021 | ICCSA | Breast Fine Needle Cytological Classification Using Deep Hybrid Architectures. | Hasnae Zerouaoui, Ali Idri, Fatima Zahrae Nakach, Ranya El Hadri |
| 2021 | ICSoft | Neural Networks based Software Development Effort Estimation: A Systematic Mapping Study. | Fatima Ezzahra Boujida, Fatima Azzahra Amazal, Ali Idri |
| 2021 | WorldCIST | A Requirements Catalog of Mobile Geographic Information System for Data Collection. | Badr El Fhel, Lamyae Sardi, Ali Idri |
| 2021 | WorldCIST | Ensemble Regression for Blood Glucose Prediction. | Mohamed Zaim Wadghiri, Ali Idri, Touria El Idrissi |
| 2020 | ICCSA | Comparing Statistical and Machine Learning Imputation Techniques in Breast Cancer Classification. | Imane Chlioui, Ibtissam Abnane, Ali Idri |
| 2020 | ICCSA | Deep Learning for Blood Glucose Prediction: CNN vs LSTM. | Touria El Idrissi, Ali Idri |
| 2020 | ICCSA | Software Requirement Catalog on Acceptability, Usability, Internationalization and Sustainability for Contraception mPHRs. | Manal Kharbouch, Ali Idri, Leanne M. Redman, Hassan Alami, Jos Luis Fernndez-Alemn, Ambrosio Toval |
| 2020 | ICCSA | Gamified e-Health Solution to Promote Postnatal Care in Morocco. | Lamyae Sardi, Ali Idri, Taoufik Rachad, Leanne M. Redman, Hassan Alami |
| 2020 | WorldCIST | A Complete Prenatal Solution for a Reproductive Health Unit in Morocco. | Mariam Bachiri, Ali Idri, Taoufik Rachad, Hassan Alami, Leanne M. Redman |
| 2020 | WorldCIST | Reviewing Data Analytics Techniques in Breast Cancer Treatment. | Mahmoud Ezzat, Ali Idri |
| 2020 | WorldCIST | Artificial Neural Networks Interpretation Using LIME for Breast Cancer Diagnosis. | Hajar Hakkoum, Ali Idri, Ibtissam Abnane |
| 2020 | WorldCIST | MyContraception: An Evidence-Based Contraception mPHR for Better Contraceptive Fit. | Manal Kharbouch, Ali Idri, Taoufiq Rachad, Hassan Alami, Leanne M. Redman, Youssef Stelate |
| 2020 | WorldCIST | Machine Learning and Image Processing for Breast Cancer: A Systematic Map. | Hasnae Zerouaoui, Ali Idri, Khalid El Asnaoui |
| 2019 | AICCSA | The Impact of SMOTE and Grid Search on Maintainability Prediction Models. | Sara Elmidaoui, Laila Cheikhi, Ali Idri |
| 2019 | FedCSIS | Handling of Categorical Data in Software Development Effort Estimation: A Systematic Mapping Study. | Fatima Azzahra Amazal, Ali Idri |
| 2019 | FedCSIS | Predicting blood glucose using an LSTM Neural Network. | Touria El Idrissi, Ali Idri, Ibtissam Abnane, Zohra Bakkoury |
| 2019 | ICCSA | A Requirements Catalog of Mobile Personal Health Records for Prenatal Care. | Mariam Bachiri, Ali Idri, Leanne M. Redman, Jos Luis Fernndez-Alemn, Ambrosio Toval |
| 2019 | ICSoft | A Software Cost Estimation Taxonomy for Global Software Development Projects. | Manal El Bajta, Ali Idri |
| 2019 | WorldCIST | COSMIC Functional Size Measurement of Mobile Personal Health Records for Pregnancy Monitoring. | Mariam Bachiri, Ali Idri, Leanne M. Redman, Alain Abran, Juan Manuel Carrillo de Gea, Jos Luis Fernndez-Alemn |
| 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 | Towards a Taxonomy of Software Maintainability Predictors. | Sara Elmidaoui, Laila Cheikhi, Ali Idri |
| 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 |
| 2019 | WorldCIST | Blood4Life: A Mobile Solution to Recruit and Retain Blood Donors Through Gamification and Trans-Theoretical Model. | Lamyae Sardi, Manal Kharbouch, Taoufik Rachad, Ali Idri, Juan Manuel Carrillo de Gea, Jos Luis Fernndez-Alemn |
| 2018 | FedCSIS | Improved Analogy-based Effort Estimation with Incomplete Mixed Data. | Ibtissam Abnane, Ali Idri |
| 2018 | IC3K | MDQM: Mediation Data Quality Model Aligned Data Quality Model for Mediation Systems. | Loubna Mimouni, Ahmed Zellou, Ali Idri |
| 2018 | ICSoft | Improved Effort Estimation of Heterogeneous Ensembles using Filter Feature Selection. | Mohamed Hosni, Ali Idri, Alain Abran |
| 2018 | WorldCIST | Data Preprocessing for Decision Making in Medical Informatics: Potential and Analysis. | Houda Benhar, Ali Idri, Jos Luis Fernndez-Alemn |
| 2018 | WorldCIST | A Survey on the Impact of Risk Factors and Mitigation Strategies in Global Software Development. | Saad Yasser Chadli, Ali Idri |
| 2018 | WorldCIST | Measurement Based E-government Portals' Benchmarking Framework: Architectural and Procedural Views. | Laila Cheikhi, Abdoullah Fath-Allah, Ali Idri, Rafa E. Al-Qutaish |
| 2018 | WorldCIST | Accuracy Comparison of Empirical Studies on Software Product Maintainability Prediction. | Sara Elmidaoui, Laila Cheikhi, Ali Idri |
| 2018 | WorldCIST | Data Mining Techniques in Diabetes Self-management: A Systematic Map. | Touria El Idrissi, Ali Idri, Zohra Bakkoury |
| 2018 | WorldCIST | A Systematic Map of Mobile Software Usability Evaluation. | Karima Moumane, Ali Idri |
| 2018 | SoMeT | A Web Tool for Improving Case-Based Reasoning Model for Software Effort Estimation. | Fadoua Fellir, Khalid Nafil, Ali Idri, Lawrence Chung |
| 2018 | SoMeT | Software Development Effort Estimation Using Feature Selection Techniques. | Mohamed Hosni, Ali Idri |
| 2017 | CoDIT | Software product maintainability prediction: A survey of secondary studies. | Sara Elmidaoui, Laila Cheikhi, Ali Idri |
| 2017 | CoDIT | A quantum-based approach to error in software development effort estimation. | Salma El Koutbi, Ali Idri |
| 2017 | CoDIT | Software quality in mobile environments: A comparative study. | Karima Moumane, Ali Idri |
| 2017 | COMPSAC | ISO/IEC 25010 Based Evaluation of Free Mobile Personal Health Records for Pregnancy Monitoring. | Ali Idri, Mariam Bachiri, Jos Luis Fernndez-Alemn, Ambrosio Toval |
| 2017 | DeSE | A New Mapping Approach between XML Schemas in a P2P Environment. | El Yahyaoui El Idrissi Selma, Ahmed Zellou, Ali Idri |
| 2017 | ENASE | Entropy-based Framework Dealing with Error in Software Development Effort Estimation. | Salma El Koutbi, Ali Idri |
| 2017 | ENASE | A Reusable Requirements Catalog for Internationalized and Sustainable Blood Donation Apps. | Sofia Ouhbi, Jos Luis Fernndez-Alemn, Ali Idri, Ambrosio Toval, Jos Rivera Pozo, Manal El Bajta |
| 2017 | SAC | Empirical evaluation of fuzzy analogy for software development effort estimation. | Ibtissam Abnane, Ali Idri, Alain Abran |
| 2017 | SAC | Software effort estimation using classical analogy ensembles based on random subspace. | Mohamed Hosni, Ali Idri |
| 2017 | SAC | Requirements for a mobile personal health record to improve cardiovascular healthcare services. | Sofia Ouhbi, Ali Idri, Rachid Hakmi, Halima Benjelloun, Jos Luis Fernndez-Alemn, Ambrosio Toval |
| 2016 | AICCSA | Identifying risks of software project management in Global Software Development: An integrative framework. | Saad Yasser Chadli, Ali Idri, Jos Luis Fernndez-Alemn, Joaqun Nicols Ros, Ambrosio Toval |
| 2016 | AICCSA | A survey of secondary studies in software process improvement. | Ali Idri, Laila Cheikhi |
| 2016 | AICCSA | Quality evaluation of cardiac decision support systems using ISO 25010 standard. | Ilham Kadi, Ali Idri, Sofia Ouhbi |
| 2016 | ENASE | Systematic Mapping Study of Ensemble Effort Estimation. | Ali Idri, Mohamed Hosni, Alain Abran |
| 2016 | HealthCom | Experiment design of free pregnancy monitoring mobile personal health records quality evaluation. | Ali Idri, Mariam Bachiri, Jos Luis Fernndez-Alemn, Ambrosio Toval |
| 2016 | IC3K | Toward User Profile Representation in Adapted Mediation Systems. | Sara Ouaftouh, Ahmed Zellou, Ali Idri |
| 2016 | IC3K | Discovering the Deep Web through XML Schema Extraction. | Yasser Saissi, Ahmed Zellou, Ali Idri |
| 2016 | SoMeT | An Empirical Evaluation of Mobile Software Usability Using ISO 9126 and QoS DiffServ Model. | Karima Moumane, Ali Idri, Khalid Nafil |
| 2015 | AICCSA | Nk-schemas. | Samir Anter, Ahmed Zellou, Ali Idri |
| 2015 | ENASE | Software Cost Estimation for Global Software Development - A Systematic Map and Review Study. | Manal El Bajta, Ali Idri, Jos Luis Fernndez-Alemn, Joaqun Nicols Ros, Ambrosio Toval |
| 2015 | SNPD | Systematic mapping study of missing values techniques in software engineering data. | Ali Idri, Ibtissam Abnane, Alain Abran |
| 2014 | APSEC | Improving Fuzzy Analogy Based Software Development Effort Estimation. | Fatima Azzahra Amazal, Ali Idri, Alain Abran |
| 2013 | APSEC | On the Use of Software Quality Standard ISO/IEC9126 in Mobile Environments. | Ali Idri, Karima Moumane, Alain Abran |
| 2013 | APSEC | Software Quality Requirements: A Systematic Mapping Study. | Sofia Ouhbi, Ali Idri, Jos Luis Fernndez-Alemn, Ambrosio Toval |
| 2013 | CIDM | Software cost estimation by classical and Fuzzy Analogy for Web Hypermedia Applications: A replicated study. | Ali Idri, Azeddine Zahi |
| 2013 | SEKE | Assessing RBFN-Based Software Cost Estimation Models (S). | Ali Idri, Aya Hassani, Alain Abran |
| 2012 | EDUCON | A survey of requirements engineering education. | Ali Idri, Sofia Ouhbi, Jos Luis Fernndez-Alemn, Ambrosio Toval |