MONCEF GAROUANI

Publications

Article dans une revue (11)

Interpretable and Explainable Surrogate Modeling for Simulations: A State-of-the-Art Survey and Perspectives on Explainable AI for Decision-Making Pramudita Satria Palar,Paul Saves,Muhammad Daffa Robani,Nicolas Verstaevel,Moncef Garouaniet al. Archives of Computational Methods in Engineering, 2026, 2026 (2026), pp.1-65. ⟨10.1007/s11831-026-10600-z⟩ Article dans une revue hal-05371637v2
XStacking : An effective and inherently explainable framework for stacked ensemble learning Moncef Garouani,Ayah Barhrhouj,Olivier Teste Information Fusion, 2025, 124, pp.103358. ⟨10.1016/j.inffus.2025.103358⟩ Article dans une revue hal-05118171v1
Uncovering the Limitations of Query Performance Prediction: Failures, Insights, and Implications for Selective Query Processing Adrian-Gabriel Chifu,Sébastien Déjean,Moncef Garouani,Josiane Mothe,Diégo Ortizet al. ACM Transactions on Information Systems, 2025, ⟨10.1145/3774427⟩ Article dans une revue hal-05379351v1
IoT-AID: An Automated Decision Support Framework for IoT Mohammad Choaib,Moncef Garouani,Mourad Mohamed Bouneffa,Nicolas Waldhoff,Yasser Mohanna SN Computer Science, 2024, 5 (4), pp.16P. / 429. ⟨10.1007/s42979-024-02780-x⟩ Article dans une revue hal-04573620v1
Automated machine learning hyperparameters tuning through meta-guided Bayesian optimization Moncef Garouani,Mourad Mohamed Bouneffa Progress in Artificial Intelligence, 2024, Special Issue on Smart Applications and Data Analysis for Smart Cyber-Physical Systems, 12 p. ⟨10.1007/s13748-023-00311-y⟩ Article dans une revue hal-04573617v1
Version [ 2 . 0 ] - [AMLBID: An auto-explained Automated Machine Learning tool for Big Industrial Data] Moncef Garouani,Mourad Mohamed Bouneffa,Adeel Ahmad,Mohamed Hamlich SoftwareX, 2023, 23, pp.101444. ⟨10.1016/j.softx.2023.101444⟩ Article dans une revue hal-04573637v1
Product defect detection based on convolutional autoencoder and one-class classification Meryem Chaabi,Mohamed Hamlich,Moncef Garouani IAES International Journal of Artificial Intelligence (IJ-AI), 2023, 12 (2), pp.912-920. ⟨10.11591/ijai.v12.i2.pp912-920⟩ Article dans une revue hal-04573635v1
Autoencoder-kNN meta-model based data characterization approach for an automated selection of AI algorithms Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Mohamed Hamlich Journal of Big Data, 2023, 10 (1), pp.1-18. ⟨10.1186/s40537-023-00687-7⟩ Article dans une revue hal-03975536v1
Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Mohamed Hamlich,Grégory Bourguinet al. Journal of Big Data, 2022, 9 (57), pp.20. ⟨10.1186/s40537-022-00612-4⟩ Article dans une revue hal-03655423v1
Towards big industrial data mining through explainable automated machine learning Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Mohamed Hamlich,Grégory Bourguinet al. International Journal of Advanced Manufacturing Technology, 2022, 120 (1-2), pp.1169-1188. ⟨10.1007/s00170-022-08761-9⟩ Article dans une revue hal-03564107v1
AMLBID: An auto-explained Automated Machine Learning tool for Big Industrial Data Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Mohamed Hamlich SoftwareX, 2022, 17, pp.100919. ⟨10.1016/j.softx.2021.100919⟩ Article dans une revue hal-03484800v1

Communication dans un congrès (28)

GeMix: Conditional GAN-Based Mixup for Improved Medical Image Augmentation Hugo Carlesso,Maria Eliza Patulea,Moncef Garouani,Radu Tudor Ionescu,Josiane Mothe 2025 International Conference on Content-Based Multimedia Indexing (CBMI), Oct 2025, Dublin, France. pp.1-7, ⟨10.1109/CBMI66578.2025.11339328⟩ Communication dans un congrès hal-05494488v2
Autism Spectrum Disorder Detection Through Connectivity Analysis and Feature Selection Imane Chkifa,Moncef Garouani,Aicha Majda Digital Technologies and Applications, Apr 2025, Ifrane, France. pp.37-45, ⟨10.1007/978-3-032-07785-1_4⟩ Communication dans un congrès hal-05448682v1
Analyzing Shapley Additive Explanations to Understand Anomaly Detection Algorithm Behaviors and Their Complementarity Jordan Levy,Paul Saves,Moncef Garouani,Nicolas Verstaevel,Benoit Gaudou Intelligent Data Analysis (IDA) 2026, Springer Nature and IDA, Apr 2026, Leiden (NL), Netherlands. pp.126-140, ⟨10.1007/978-3-032-23833-7_10⟩ Communication dans un congrès hal-05485124v3
From Black-Box Tuning to Guided Optimization via Hyperparameters Interaction Analysis Moncef Garouani,Ayah Barhrhouj 2025 IEEE 37th International Conference on Tools with Artificial Intelligence (ICTAI), Nov 2025, Athens, Greece. pp.376-382, ⟨10.1109/ICTAI66417.2025.00056⟩ Communication dans un congrès hal-05421717v1
Multimodal Explainable Automated Diagnosis of Autistic Spectrum Disorder Meryem Ben Yahia,Moncef Garouani,Julien Aligon 33rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning(ESANN 2025), Apr 2025, Bruges, Belgium Communication dans un congrès hal-04933048v1
Advancing Amharic Information Retrieval: A Comparative Analysis of Traditional, Neural, and Transformer-Based Models Tilahun Yeshambel,Moncef Garouani,Josiane Mothe,Yaregal Assabie 2025 8th International Conference on Information and Computer Technologies (ICICT), Mar 2025, Hawaii-Hilo, France. pp.223-228, ⟨10.1109/ICICT64582.2025.00041⟩ Communication dans un congrès hal-05375586v1
XStacking: Explanation-Guided Stacked Ensemble Learning Moncef Garouani,Ayah Barhrhouj,Olivier Teste European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases - ECMLPKDD 2025, Sep 2025, Porto (Portugal), Portugal Communication dans un congrès hal-05250779v1
Multimodal Explainable Automated Diagnosis of Autistic Spectrum Disorder Meryem Ben Yahia,Moncef Garouani,Julien Aligon ESANN 2025, Apr 2025, Bruges (Belgium) and online, France. pp.329-334, ⟨10.14428/esann/2025.es2025-72⟩ Communication dans un congrès hal-05043756v1
IoT-AID: Leveraging XAI for Conversational Recommendations in Cyber-Physical Systems Mohammad Choaib,Moncef Garouani,Mourad Mohamed Bouneffa,Adeel Ahmad 27th 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⟩ Communication dans un congrès hal-05068872v1
Dense Retrieval for Low Resource languages - the Case of Amharic Language Tilahun Yeshambel,Moncef Garouani,Serge Molina,Josiane Mothe SIGIR '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⟩ Communication dans un congrès hal-05195625v1
Autism Spectrum Disorder Detection Through Connectivity Analysis and Feature Selection Imane Chkifa,Moncef Garouani,Aicha Majda International Conference on Digital Technologies and Applications ICDTA (2025), Apr 2025, Ifrane, Morocco Communication dans un congrès hal-04976105v1
Can we predict QPP? An approach based on multivariate outliers Adrian-Gabriel Chifu,Sébastien Déjean,Moncef Garouani,Josiane Mothe,Diégo Ortizet al. 46th European Conference on Information Retrieval (ECIR 2024), Mar 2024, Glasgow, United Kingdom. pp.458--467, ⟨10.1007/978-3-031-56063-7_38⟩ Communication dans un congrès hal-04465059v1
IoT Sensor Selection in Cyber-Physical Systems: Leveraging Large Language Models as Recommender Systems Mohammad Choaib,Moncef Garouani,Mourad Mohamed Bouneffa,Yasser Mohanna 10th International Conference on Control, Decision and Information Technologies (CoDIT 2024), Jul 2024, Valletta, Malta. pp.2516-2519, ⟨10.1109/CoDIT62066.2024.10708357⟩ Communication dans un congrès hal-04599507v1
Prédictibilité de la prédiction de la performance des requêtes? Une approche basée sur les valeurs aberrantes multivariées Adrian-Gabriel Chifu,Sébastien Déjean,Moncef Garouani,Josiane Mothe,Diégo Ortizet al. 19éme COnférence francophone en Recherche d’Information et Applications (CORIA 2024), Association ARIA, Apr 2024, La Rochelle, France. pp.458--467 Communication dans un congrès hal-04580035v1
A Comprehensive Study on Explainable Energy Consumption Patterns in Smart Buildings Kaoutar El Azaar,Moncef Garouani,Asmae Chakir,Mohamed Hamlich,Franck Ravat 12th International Conference on New Technologies, Artificial Intelligence and Smart Data (INTIS 2024), May 2024, Tanger, Morocco Communication dans un congrès hal-04599511v1
Model Lake : a New Alternative for Machine Learning Model Management and Governance Moncef Garouani,Franck Ravat,Nathalie Vallès-Parlangeau 25th International Web Information Systems Engineering conference (WISE 2024), Dec 2024, Doha, Qatar. ⟨10.1007/978-981-96-0573-6_10⟩ Communication dans un congrès hal-04700543v1
Investigating the Duality of Interpretability and Explainability in Machine Learning Moncef Garouani,Josiane Mothe,Ayah Barhrhouj,Julien Aligon 36th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2024), Oct 2024, Herndon, Virginia, United States. à paraître Communication dans un congrès hal-04700550v1
Explaining Meta-Features Importance in Meta-Learning Through Shapley Values Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa 25th International Conference on Enterprise Information Systems (ICEIS 2023), Apr 2023, Prague, France. pp.591--598, ⟨10.5220/0011986600003467⟩ Communication dans un congrès hal-04573670v1
Unlocking the Black Box: Towards Interactive Explainable Automated Machine Learning Moncef Garouani,Mourad Mohamed Bouneffa 24th 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⟩ Communication dans un congrès hal-04573629v1
Scalable Meta-Bayesian Based Hyperparameters Optimization for Machine Learning Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Mohamed Hamlich 4th 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⟩ Communication dans un congrès hal-03975774v1
Automated Decision Support Framework for IoT: Towards a Cyber Physical Recommendation System Mohammad Choaib,Moncef Garouani,Mourad Mohamed Bouneffa,Nicolas Waldhoff,Adeel Ahmadet al. 25th International Conference on Enterprise Information Systems (ICEIS 2023), Apr 2023, Prague, Czech Republic. pp.365-373, ⟨10.5220/0011848900003467⟩ Communication dans un congrès hal-04129196v1
Towards a New Lexicon-Based Features Vector for Sentiment Analysis: Application to Moroccan Arabic Tweets Moncef Garouani,Jamal Kharroubi The International Conference on Information, Communication & Cybersecurity, Nov 2021, Khouribga, Morocco. pp.67-76, ⟨10.1007/978-3-030-91738-8_7⟩ Communication dans un congrès hal-03526196v1
Leveraging the Automated Machine Learning for Arabic Opinion Mining: A Preliminary Study on AutoML Tools and Comparison to Human Performance Moncef Garouani,Kasun Zaysa ICDTA 2022: Digital Technologies and Applications, Jan 2022, Fez, Morocco. pp.163-171, ⟨10.1007/978-3-031-02447-4_17⟩ Communication dans un congrès hal-03670344v1
Towards meta-learning based data analytics to better assist the domain experts in industry 4.0 Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Mohamed Hamlich,Grégory Bourguinet al. The 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⟩ Communication dans un congrès hal-03491690v1
Towards an automatic assistance framework for the selection and configuration of machine-learning-based data analytics solutions in industry 4.0 Moncef Garouani,Mohamed Hamlich,Adeel Ahmad,Mourad Mohamed Bouneffa,Grégory Bourguinet al. The Fifth International Conference on Big Data and Internet of Things (BDIoT'21), Mar 2021, Rabat, Morocco. pp.3-15 Communication dans un congrès hal-03159685v1
Sentiment Analysis of Moroccan Tweets Using Text Mining Moncef Garouani,Hanae Chrita,Jamal Kharroubi The 2021 International Conference on Digital Technologies and Applications, Jan 2021, Online Streaming, Morocco. ⟨10.1007/978-3-030-73882-2_54⟩ Communication dans un congrès hal-03162936v1
MAC: An Open and Free Moroccan Arabic Corpus for Sentiment Analysis Moncef Garouani,Jamal Kharroubi SCA 2021: The 6th Smart City Applications International Conference, Oct 2021, Safranbolu, Turkey. pp.849-858, ⟨10.1007/978-3-030-94191-8_68⟩ Communication dans un congrès hal-03670346v1
Towards the Automation of Industrial Data Science: A Meta-learning based Approach Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa,Arnaud Lewandowski,Grégory Bourguinet al. 23rd International Conference on Enterprise Information Systems, Apr 2021, Online Streaming, France. pp.709-716, ⟨10.5220/0010457107090716⟩ Communication dans un congrès hal-03484824v1

Pré-publication, Document de travail (1)

An experimental survey and Perspective View on Meta-Learning for Automated Algorithms Selection and Parametrization Moncef Garouani,Adeel Ahmad,Mourad Mohamed Bouneffa 2024 Pré-publication, Document de travail hal-04573624v1

Rapport (2)

Exploratory ABIDE Dataset Analysis for Autism Detection Imane Chkifa,Aicha Majda,Moncef Garouani Master's thesis in Computer Science [University Moulay Ismail, Institut de recherche en informatique de Toulouse]. 2024 Rapport (rapport de recherche) hal-04713925v1
Multi-Modal Explainable Machine Learning for Automated Detection of Autistic Spectrum Disorder Meryem Ben Yahia,Moncef Garouani,Julien Aligon Institut de Recherche en Informatique de Toulouse (IRIT). 2024 Rapport (rapport de recherche) hal-04725536v1

Thèse (1)

Towards Efficient and Explainable Automated Machine Learning Pipelines Design : Application to Industry 4.0 Data Moncef Garouani Artificial Intelligence [cs.AI]. Université du Littoral Côte d'Opale; Université Hassan II (Casablanca, Maroc), 2022. English. ⟨NNT : 2022DUNK0620⟩ Thèse tel-03842609v1