Publications

IoT-AID: An Automated Decision Support Framework for IoT

SN Computer Science

Published on March 7, 2024 by Mohammad Choaib, Moncef Garouani, Mourad Bouneffa, Nicolas Waldhoff and Yasser Mohanna

A Survey and Perspective View of Meta-Learning for Automated Algorithms Selection and Parametrization

Artificial Intelligence Review

Submitted by Moncef Garouani, Adeel Ahmad and Mourad Bouneffa

Automated Machine Learning Hyperparameters Tuning through Meta-Guided Bayesian Optimization

Progress in Artificial Intelligence

Published on January 19, 2024 by Moncef Garouani and Mourad Bouneffa

AMLBID 2.0: An auto-explained Automated Machine Learning tool for Big Industrial Data

SoftwareX

Published on June 14, 2023 by Moncef Garouani, Mourad Bouneffa, Adeel Ahmad and al.

Autoencoder-kNN meta-model based data characterization approach for an automated selection of AI algorithms

Journal of Big Data

Published on February 3, 2023 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and al.

Product defect detection based on convolutional autoencoder and one-class classification

The IAES International Journal of Artificial Intelligence

Published on August 16, 2022 by Meryem Chaabi, Mohamed Hamlich and Moncef Garouani

Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data

Journal of Big Data

Published on April 29, 2022 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and al.

Towards big industrial data mining through explainable automated machine learning

The International Journal of Advanced Manufacturing Technology

Published on February 10, 2022 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and al.

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

SoftwareX

Published on September 27, 2021 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and al.

Investigating the Duality of Interpretability and Explainability in Machine Learning

36th IEEE International Conference on Tools with Artificial Intelligence (ICTAI)

Published on September 13, 2024 by Moncef Garouani, Josiane Mothe, Ayah Barhrhouj and Julien Aligon

Model Lake : a New Alternative for Machine Learning Model Management and Governance

25th International Web Information Systems Engineering conference (WISE 2024)

Published on August 25, 2024 by Moncef Garouani, Franck Ravat and Nathalie Vallès-Parlangeau

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

10th 2024 International Conference on Control, Decision and Information Technologies (CoDIT 2024)

Published on July 1, 2024 by Mohammad Choaib, Moncef Garouani, Mourad Bouneffa and Yasser Mohanna

A Comprehensive Study on Explainable Energy Consumption Patterns in Smart Buildings

12th International Conference on New Technologies, Artificial Intelligence and Smart Data (INTIS 2024)

Published on May 30, 2024 by Kaoutar El Azaar, Moncef Garouani, Asmae Chakir, Mohamed Hamlich and Franck Ravat

Prédictibilité de la prédiction de la performance des requêtes? Une approche basée sur les valeurs aberrantes multivariées

19ème Conférence francophone en Recherche d’Information et Applications (CORIA 2024)

Published on April 3, 2024 by Adrian-Gabriel Chifu, Sébastien Déjean, Moncef Garouani, Josiane Mothe, Diégo Ortiz and Md Zia Ullah

Can we predict QPP? An approach based on multivariate outliers

The 46th European Conference on Information Retrieval (ECIR)

Published on March 23, 2024 by Adrian-Gabriel Chifu, Sébastien Déjean, Moncef Garouani, Josiane Mothe, Diégo Ortiz and Md Zia Ullah

Unlocking the Black Box: Towards Interactive Explainable Automated Machine Learning

The 24th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL)

Published on November 15, 2023 by Moncef Garouani and Mourad Bouneffa

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

The 25th International Conference on Enterprise Information Systems(ICEIS)

Published on April 26, 2023 by Mohammad Choaib, Moncef Garouani, Mourad Bouneffa and et la.

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

The 25th International Conference on Enterprise Information Systems(ICEIS)

Published on April 25, 2023 by Moncef Garouani, Adeel Ahmad and Mourad Bouneffa

Scalable Meta-Bayesian Based Hyperparameters Optimization for Machine Learning

The 4th International Conference on Smart Applications and Data Analysis for Smart Cyber-Physical Systems (SADASC’22)

Published on September 24, 2022 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and Mohamed Hamlich

Towards Meta-Learning Based Data Analytics to Better Assist the Domain Experts in Industry 4.0

The International Conference on Artificial Intelligence and Big Data in Digital Era

Published on May 19, 2022 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and al.

Evaluation of AutoML tools for manufacturing applications

The 12th International Conference on Integrated Design and Production

Published on May 12, 2022 by Meryem Chaabi, Mohamed Hamlich and Moncef Garouani

Leveraging the Automated Machine Learning for Arabic Opinion Mining: A Preliminary Study on AutoML Tools and Comparison to Human Performance

The International Conference on Digital Technologies and Applications

Published on May 6, 2022 by Moncef Garouani and Kasun Zaysa

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)

Published on March 19, 2022 by Moncef Garouani, Mohamed Hamlich, Adeel Ahmad, Mourad Bouneffa and al.

Towards a New Lexicon-Based Features Vector for Sentiment Analysis: Application to Moroccan Arabic Tweets

The International Conference on Information, Communication & Cybersecurity

Published on November 10, 2021 by Moncef Garouani and Jamal Kharroubi

Sentiment Analysis of Moroccan Tweets Using Text Mining

The International Conference on Digital Technologies and Applications

Published on April 28, 2021 by Moncef Garouani, Hanae Chrita and Jamal Kharroubi

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

The 23rd International Conference on Enterprise Information Systems(ICEIS)

Published on April 28, 2021 by Moncef Garouani, Adeel Ahmad, Mourad Bouneffa and al.

MAC: An Open and Free Moroccan Arabic Corpus for Sentiment Analysis

The International Conference on Smart City Applications

Published on March 3, 2021 by Moncef Garouani and Jamal Kharroubi

Towards Efficient and Explainable Automated Machine Learning Pipelines Design

The Autumn Institute in Artificial Intelligence and Explicability (IA2)

Published on October 27, 2021 by Moncef Garouani, Mourad Bouneffa and Adeel Ahmad

Towards Efficient and Explainable Automated Machine Learning Pipelines Design

PhD thesis - Laboratoire d’Informatique Signal et Image de la Côte d’Opale, Calais France

Published on September 27, 2022 by Moncef Garouani

Analyse des sentiments des tweets marocains par extraction de texte

Master thesis - Laboratoire Systèmes Intelligents et Applications, FST Fez

Published on June 18, 2019 by Moncef Garouani and Hanae Chrita

Application Web pour La Gestion Des Stagiaires

Bachelor thesis - Préfecture de Sefrou

Published on June 7, 2017 by Moncef Garouani and Aymane Bouali