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Mourad BOUNEFFA

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Mourad BOUNEFFA

IoT Sensor Selection in Cyber-Physical Systems: Leveraging Large Language Models as Recommender Systems

Mohammad Choaib, Moncef Garouani, Mourad Bouneffa. IoT Sensor Selection in Cyber-Physical Systems: Leveraging Large Language Models as Recommender Systems. 10th 2024 International Conference on Control, Decision and Information Technologies, Jul 2024, Valletta, Malta. ⟨hal-04599507⟩

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An experimental survey and Perspective View on Meta-Learning for Automated Algorithms Selection and Parametrization

Moncef Garouani, Adeel Ahmad, Mourad Mohamed Bouneffa. An experimental survey and Perspective View on Meta-Learning for Automated Algorithms Selection and Parametrization. 2024. ⟨hal-04573624⟩

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IoT-AID: An Automated Decision Support Framework for IoT

Mohammad Choaib, Moncef Garouani, Mourad Mohamed Bouneffa, Nicolas Waldhoff, Yasser Mohanna. IoT-AID: An Automated Decision Support Framework for IoT. SN Computer Science, 2024, 5 (4), pp.article 429. ⟨10.1007/s42979-024-02780-x⟩. ⟨hal-04573620⟩

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Automated machine learning hyperparameters tuning through meta-guided Bayesian optimization

Moncef Garouani, Mourad Mohamed Bouneffa. Automated machine learning hyperparameters tuning through meta-guided Bayesian optimization. Progress in Artificial Intelligence, 2024, Special Issue on Smart Applications and Data Analysis for Smart Cyber-Physical Systems, ⟨10.1007/s13748-023-00311-y⟩. ⟨hal-04573617⟩

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Unlocking the Black Box: Towards Interactive Explainable Automated Machine Learning

Moncef Garouani, Mourad Mohamed Bouneffa. Unlocking the Black Box: Towards Interactive Explainable Automated Machine Learning. 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⟩. ⟨hal-04573629⟩

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Version [ 2 . 0 ] - [AMLBID: An auto-explained Automated Machine Learning tool for Big Industrial Data]

Moncef Garouani, Mourad Mohamed Bouneffa, Adeel Ahmad, Mohamed Hamlich. Version [ 2 . 0 ] - [AMLBID: An auto-explained Automated Machine Learning tool for Big Industrial Data]. SoftwareX, 2023, 23, pp.101444. ⟨10.1016/j.softx.2023.101444⟩. ⟨hal-04573637⟩

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

Mohammad Choaib, Nicolas Waldhoff, Yasser Mohanna, Moncef Garouani, Mourad Mohamed Bouneffa, et al.. Automated Decision Support Framework for IoT: Towards a Cyber Physical Recommendation System. 25th International Conference on Enterprise Information Systems (ICEIS 2023), Apr 2023, Prague, Czech Republic. pp.365-373, ⟨10.5220/0011848900003467⟩. ⟨hal-04129196⟩

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Explaining Meta-Features Importance in Meta-Learning Through Shapley Values

Moncef Garouani, Adeel Ahmad, Mourad Mohamed Bouneffa. Explaining Meta-Features Importance in Meta-Learning Through Shapley Values. 25th International Conference on Enterprise Information Systems (ICEIS 2023), Apr 2023, Prague, France. pp.591--598, ⟨10.5220/0011986600003467⟩. ⟨hal-04573670⟩

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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. Autoencoder-kNN meta-model based data characterization approach for an automated selection of AI algorithms. Journal of Big Data, 2023, 10 (1), pp.14. ⟨10.1186/s40537-023-00687-7⟩. ⟨hal-03975536⟩

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Assisted discovery of optimal solution for logistics problems using ontology modeling

Adeel Ahmad, Mourad Mohamed Bouneffa, Hayder I Hendi, Cyril Fonlupt. Assisted discovery of optimal solution for logistics problems using ontology modeling. International Journal of Logistics Systems and Management (IJLSM), 2023, 44 (1), pp.85-104. ⟨10.1504/IJLSM.2023.128559⟩. ⟨hal-03159709⟩

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Towards big industrial data mining through explainable automated machine learning

Moncef Garouani, Adeel Ahmad, Mourad Bouneffa, Mohamed Hamlich, Gregory Bourguin, et al.. Towards big industrial data mining through explainable automated machine learning. International Journal of Advanced Manufacturing Technology, 2022, 120 (1-2), pp.1169-1188. ⟨10.1007/s00170-022-08761-9⟩. ⟨hal-03564107⟩

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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 Bouneffa, Mohamed Hamlich, Gregory Bourguin, et al.. Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data. Journal of Big Data, 2022, 9 (57), pp.20. ⟨10.1186/s40537-022-00612-4⟩. ⟨hal-03655423⟩

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AMLBID: An auto-explained Automated Machine Learning tool for Big Industrial Data

Moncef Garouani, Adeel Ahmad, Mourad Bouneffa, Mohamed Hamlich. AMLBID: An auto-explained Automated Machine Learning tool for Big Industrial Data. SoftwareX, 2022, 17, pp.100919. ⟨10.1016/j.softx.2021.100919⟩. ⟨hal-03484800⟩

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Towards meta-learning based data analytics to better assist the domain experts in industry 4.0

Moncef Garouani, Adeel Ahmad, Mourad Bouneffa, Mohamed Hamlich, Grégory Bourguin, et al.. Towards meta-learning based data analytics to better assist the domain experts in industry 4.0. The 2021 International Conference on Artificial Intelligence and Big Data in Digital Era (ICABDE), Dec 2021, Ho Chi Minh City, Vietnam. ⟨hal-03491690⟩

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Towards Ontologically Explainable Classifiers

Grégory Bourguin, Arnaud Lewandowski, Mourad Bouneffa, Adeel Ahmad. Towards Ontologically Explainable Classifiers. ICANN 2021 - 30th International conference on Artificial neural Networks, Sep 2021, Brastilava, Slovakia. pp.472-484, ⟨10.1007/978-3-030-86340-1_38⟩. ⟨hal-03347493⟩

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Vers des classifieurs ontologiquement explicables

Grégory Bourguin, Arnaud Lewandowski, Mourad Bouneffa, Adeel Ahmad. Vers des classifieurs ontologiquement explicables. Journées Francophones d'Ingénierie des Connaissances (IC) Plate-Forme Intelligence Artificielle (PFIA'21), Jun 2021, Bordeaux, France. pp.89-97. ⟨emse-03260586⟩

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

Moncef Garouani, Adeel Ahmad, Mourad Bouneffa, Arnaud Lewandowski, Gregory Bourguin, et al.. Towards the Automation of Industrial Data Science: A Meta-learning based Approach. 23rd International Conference on Enterprise Information Systems, Apr 2021, Online Streaming, France. pp.709-716, ⟨10.5220/0010457107090716⟩. ⟨hal-03484824⟩

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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.. Towards an automatic assistance framework for the selection and configuration of machine-learning-based data analytics solutions in industry 4.0. The Fifth International Conference on Big Data and Internet of Things (BDIoT'21), Mar 2021, Rabat, Morocco. pp.3-15. ⟨hal-03159685⟩

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A declarative approach for change impact analysis of business processes

Adeel Ahmad, Henri Basson, Mourad Bouneffa, M Matsuda. A declarative approach for change impact analysis of business processes. I-ESA 2020, 10th INTERNATIONAL CONFERENCE ON INTEROPERABILITY FOR ENTERPRISE SYSTEMS AND APPLICATIONS : Interoperability in the era of artificial intelligence, Nov 2020, Tarbes (vidéoconférence), France. ⟨hal-03109640⟩

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Manufacturing Software Units: ISO 16300-3 Main Guidelines for Interoperability Verification and Validation

Henri Basson, Mourad Mohamed Bouneffa, M. Matsuda, Adeel Ahmad, D. Chung, et al.. Manufacturing Software Units: ISO 16300-3 Main Guidelines for Interoperability Verification and Validation. Popplewell, Keith; Thoben, Klaus Dieter; Knothe, Thomas; Poler, Raul. Enterprise Interoperability VIII : Smart Services and Business Impact of Enterprise Interoperability, Springer, pp.167-176, 2019, Proceedings of the I-ESA Conferences, ISSN 2199-2533 ; 9, 9783030136925. ⟨10.1007/978-3-030-13693-2_14⟩. ⟨hal-03108532⟩

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For a Better Assessment of Business Process Quality

Adeel Ahmad, Henri Basson, Mourad Bouneffa. For a Better Assessment of Business Process Quality. DEStech Transactions on Computer Science and Engineering, 2019, ⟨10.12783/dtcse/iteee2019/28825⟩. ⟨hal-03108526⟩

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Using Design of Experiments to Analyze Open Source Software Metrics for Change Impact Estimation

Miloud Dahane, Mustapha Kamel Abdi, Mourad Bouneffa, Adeel Ahmad, Henri Basson. Using Design of Experiments to Analyze Open Source Software Metrics for Change Impact Estimation. International journal of open source software & processes, 2019, 10 (1), pp.16-33. ⟨10.4018/IJOSSP.2019010102⟩. ⟨hal-03108535⟩

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Ontology-Based Reasoning System for Logistics Applications Deployment

Bouneffa Mourad, Adeel Ahmad, Fonlupt Cyril, Hendi Hayder Ibrahim. Ontology-Based Reasoning System for Logistics Applications Deployment. The second international conference on Smart Applications and Data Analysis for Smart Cities, SADASC'18, Feb 2018, Casablanca, Morocco. ⟨10.2139/ssrn.3187068⟩. ⟨hal-03108581⟩

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Analyzing and modeling the structural and qualitative interdependencies of software evolution

Adeel Ahmad, Henri Basson, Mourad Bouneffa. Analyzing and modeling the structural and qualitative interdependencies of software evolution. 7th International Workshop on Computer Science and Engineering, workshop of, WCSE 2017, International Conference on Software Engineering (ICOSE), Jun 2017, Beiging, China. ⟨hal-01894088⟩

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A novel approach to define and solve the Container Terminals Problems

Hayder Hendi, Adeel Ahmad, Mourad Bouneffa, Cyrille Fonlupt. A novel approach to define and solve the Container Terminals Problems. The Fourth International Conference on Computer Science, Computer Engineering, and Education Technologies (CSCEET2017), Apr 2017, Beyrouth, Lebanon. ⟨hal-01651121⟩

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Gestion Intégrée du Changement des Modèles de Processus Métier

Mourad Bouneffa, Adeel Ahmad, Henri Basson. Gestion Intégrée du Changement des Modèles de Processus Métier. 34th INFORSID 2016, May 2016, Grenoble, France. pp.33-48. ⟨hal-01894120⟩

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Ontology Based Reasoning for Solving Passenger Train Optimization Problem

Hayder I Hendi, Adeel Ahmad, Mourad Bouneffa, Cyril Fonlupt. Ontology Based Reasoning for Solving Passenger Train Optimization Problem. 2016 Al-Sadeq International Conference on Multidisciplinary in IT and Communication Science and Applications (AIC-MITCSA), May 2016, Bagdag, Iraq. pp.9 - 10. ⟨hal-01651103⟩

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The Change Impact Analysis in BPM Based Software Applications: A Graph Rewriting and Ontology Based Approach

Mourad Mohamed Bouneffa, Adeel Ahmad. The Change Impact Analysis in BPM Based Software Applications: A Graph Rewriting and Ontology Based Approach. Slimane Hammoudi; José Cordeiro; Leszek A. Maciaszek; Joaquim Filipe. Enterprise Information Systems, 190, Springer International Publishing, pp.280-295, 2014, Lecture Notes in Business Information Processing (LNBIP,volume 190), 978-3-319-09491-5. ⟨10.1007/978-3-319-09492-2_17⟩. ⟨hal-03108763⟩

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Logisitics optimization using ontologies

Hayder I Hendi, Adeel Ahmad, Mourad Bouneffa, Cyril Fonlupt. Logisitics optimization using ontologies. ICCSA 2014 - International Conference on Complex Systems and Applications, Jun 2014, Le Havre, France. ⟨hal-03108759⟩

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Approche de multimodélisation pour une meilleure gestion de l'évolution des logiciels

Adeel Ahmad, Henri Basson, Laurent Deruelle, Mourad Bouneffa. Approche de multimodélisation pour une meilleure gestion de l'évolution des logiciels. Abdelhak-Djamel. Evolution et maintenance des systèmes logiciel, LAVOISIER, 2014, Traité IC2, série Informatique et Systèmes d'Information. ⟨hal-03108767⟩

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