MONCEF GAROUANI

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Documents

Publications

Publications

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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 Ortiz et al.

ACM Transactions on Information Systems, 2025, ⟨10.1145/3774427⟩

Article dans une revue hal-05379351v1
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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

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

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

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
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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
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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
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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 Bourguin et al.

Journal of Big Data, 2022, 9 (57), pp.20. ⟨10.1186/s40537-022-00612-4⟩

Article dans une revue hal-03655423v1
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Towards big industrial data mining through explainable automated machine learning

Moncef Garouani , Adeel Ahmad , Mourad Mohamed Bouneffa , Mohamed Hamlich , Grégory Bourguin et 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
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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

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
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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
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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

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
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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

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
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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

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

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

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
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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 Ortiz et 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
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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
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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
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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
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Can we predict QPP? An approach based on multivariate outliers

Adrian-Gabriel Chifu , Sébastien Déjean , Moncef Garouani , Josiane Mothe , Diégo Ortiz et 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

Automated Decision Support Framework for IoT: Towards a Cyber Physical Recommendation System

Mohammad Choaib , Moncef Garouani , Mourad Mohamed Bouneffa , Nicolas Waldhoff , Adeel Ahmad et 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

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

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 Bourguin et 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 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 the Automation of Industrial Data Science: A Meta-learning based Approach

Moncef Garouani , Adeel Ahmad , Mourad Mohamed Bouneffa , Arnaud Lewandowski , Grégory Bourguin et 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

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

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 Bourguin et 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
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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
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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
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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
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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