MONCEF GAROUANI
Publications
Publications
Autism Spectrum Disorder Detection Through Connectivity Analysis and Feature SelectionDigital Technologies and Applications, Apr 2025, Ifrane, France. pp.37-45, ⟨10.1007/978-3-032-07785-1_4⟩ |
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GeMix: Conditional GAN-Based Mixup for Improved Medical Image Augmentation2025 International Conference on Content-Based Multimedia Indexing (CBMI), Oct 2025, Dublin, France. pp.1-7, ⟨10.1109/CBMI66578.2025.11339328⟩ |
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Dense Retrieval for Low Resource languages - the Case of Amharic LanguageSIGIR '25: The 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, Jul 2025, Padua, Italy. pp.3098-3100, ⟨10.1145/3726302.3730274⟩ |
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IoT-AID: Leveraging XAI for Conversational Recommendations in Cyber-Physical Systems27th International Conference on Enterprise Information Systems, INSTICC : Institute for Systems and Technologies of Information, Control and Communication, Apr 2025, Porto, Portugal. pp.671-679, ⟨10.5220/0013497100003929⟩ |
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Multimodal Explainable Automated Diagnosis of Autistic Spectrum DisorderESANN 2025, Apr 2025, Bruges (Belgium) and online, France. pp.329-334, ⟨10.14428/esann/2025.es2025-72⟩ |
Multimodal Explainable Automated Diagnosis of Autistic Spectrum Disorder33rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning(ESANN 2025), Apr 2025, Bruges, Belgium |
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Advancing Amharic Information Retrieval: A Comparative Analysis of Traditional, Neural, and Transformer-Based Models2025 8th International Conference on Information and Computer Technologies (ICICT), Mar 2025, Hawaii-Hilo, France. pp.223-228, ⟨10.1109/ICICT64582.2025.00041⟩ |
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XStacking: Explanation-Guided Stacked Ensemble LearningEuropean Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECMLPKDD 2025, Sep 2025, Porto (Portugal), Portugal |
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From Black-Box Tuning to Guided Optimization via Hyperparameters Interaction Analysis2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI), Nov 2025, Athens, Greece. pp.376-382, ⟨10.1109/ICTAI66417.2025.00056⟩ |
Autism Spectrum Disorder Detection Through Connectivity Analysis and Feature SelectionInternational Conference on Digital Technologies and Applications ICDTA (2025), Apr 2025, Ifrane, Morocco |
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IoT Sensor Selection in Cyber-Physical Systems: Leveraging Large Language Models as Recommender Systems10th International Conference on Control, Decision and Information Technologies (CoDIT 2024), Jul 2024, Valletta, Malta. pp.2516-2519, ⟨10.1109/CoDIT62066.2024.10708357⟩ |
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Prédictibilité de la prédiction de la performance des requêtes? Une approche basée sur les valeurs aberrantes multivariées19éme COnférence francophone en Recherche d’Information et Applications (CORIA 2024), Association ARIA, Apr 2024, La Rochelle, France. pp.458--467 |
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A Comprehensive Study on Explainable Energy Consumption Patterns in Smart Buildings12th International Conference on New Technologies, Artificial Intelligence and Smart Data (INTIS 2024), May 2024, Tanger, Morocco |
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Model Lake : a New Alternative for Machine Learning Model Management and Governance25th International Web Information Systems Engineering conference (WISE 2024), Dec 2024, Doha, Qatar. ⟨10.1007/978-981-96-0573-6_10⟩ |
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Investigating the Duality of Interpretability and Explainability in Machine Learning36th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2024), Oct 2024, Herndon, Virginia, United States. à paraître |
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Can we predict QPP? An approach based on multivariate outliers46th European Conference on Information Retrieval (ECIR 2024), Mar 2024, Glasgow, United Kingdom. pp.458--467, ⟨10.1007/978-3-031-56063-7_38⟩ |
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Automated Decision Support Framework for IoT: Towards a Cyber Physical Recommendation System25th International Conference on Enterprise Information Systems (ICEIS 2023), Apr 2023, Prague, Czech Republic. pp.365-373, ⟨10.5220/0011848900003467⟩ |
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Explaining Meta-Features Importance in Meta-Learning Through Shapley Values25th International Conference on Enterprise Information Systems (ICEIS 2023), Apr 2023, Prague, France. pp.591--598, ⟨10.5220/0011986600003467⟩ |
Unlocking the Black Box: Towards Interactive Explainable Automated Machine Learning24th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2023), University of Evora, Nov 2023, Evora, Portugal. pp.458--469, ⟨10.1007/978-3-031-48232-8_42⟩ |
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Scalable Meta-Bayesian Based Hyperparameters Optimization for Machine Learning4th International Conference on Smart Applications and Data analysis, SADASC 2022, Sep 2022, Marrakech (MA), Morocco. pp.173-186, ⟨10.1007/978-3-031-20490-6_14⟩ |
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Towards meta-learning based data analytics to better assist the domain experts in industry 4.0The 2021 International Conference on Artificial Intelligence and Big Data in Digital Era (ICABDE), Dec 2021, Ho Chi Minh City, Vietnam. pp.265-277, ⟨10.1007/978-3-030-97610-1_22⟩ |
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Towards a New Lexicon-Based Features Vector for Sentiment Analysis: Application to Moroccan Arabic TweetsThe International Conference on Information, Communication & Cybersecurity, Nov 2021, Khouribga, Morocco. pp.67-76, ⟨10.1007/978-3-030-91738-8_7⟩ |
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Leveraging the Automated Machine Learning for Arabic Opinion Mining: A Preliminary Study on AutoML Tools and Comparison to Human PerformanceICDTA 2022: Digital Technologies and Applications, Jan 2022, Fez, Morocco. pp.163-171, ⟨10.1007/978-3-031-02447-4_17⟩ |
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Towards the Automation of Industrial Data Science: A Meta-learning based Approach23rd International Conference on Enterprise Information Systems, Apr 2021, Online Streaming, France. pp.709-716, ⟨10.5220/0010457107090716⟩ |
Sentiment Analysis of Moroccan Tweets Using Text MiningThe 2021 International Conference on Digital Technologies and Applications, Jan 2021, Online Streaming, Morocco. ⟨10.1007/978-3-030-73882-2_54⟩ |
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Towards an automatic assistance framework for the selection and configuration of machine-learning-based data analytics solutions in industry 4.0The Fifth International Conference on Big Data and Internet of Things (BDIoT'21), Mar 2021, Rabat, Morocco. pp.3-15 |
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MAC: An Open and Free Moroccan Arabic Corpus for Sentiment AnalysisSCA 2021: The 6th Smart City Applications International Conference, Oct 2021, Safranbolu, Turkey. pp.849-858, ⟨10.1007/978-3-030-94191-8_68⟩ |
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Interpretable and Explainable Surrogate Modeling for Simulations: A State-of-the-Art Survey and Perspectives on Explainable AI for Decision-Making2025 |
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An experimental survey and Perspective View on Meta-Learning for Automated Algorithms Selection and Parametrization2024 |
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Exploratory ABIDE Dataset Analysis for Autism DetectionMaster's thesis in Computer Science [University Moulay Ismail, Institut de recherche en informatique de Toulouse]. 2024 |
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Multi-Modal Explainable Machine Learning for Automated Detection of Autistic Spectrum DisorderInstitut de Recherche en Informatique de Toulouse (IRIT). 2024 |
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Towards Efficient and Explainable Automated Machine Learning Pipelines Design : Application to Industry 4.0 DataArtificial Intelligence [cs.AI]. Université du Littoral Côte d'Opale; Université Hassan II (Casablanca, Maroc), 2022. English. ⟨NNT : 2022DUNK0620⟩ |