Profile Mounir Ben Ayed

First Name
Mounir

Last Name
Ben Ayed

Address

Zip code
3038

Biography
Mounir Ben Ayed (Senior Member, IEEE) received the Ph.D. degree in biomedical engineering from the Paris 12 Val de Marne University, in 1989, and the Habilitation degree in computer system engineering from the National Engineering School (ENIS), University of Sfax, Tunisia, in 2013. He is currently a Professor with the Computer Sciences and Communication Department, Faculty of Sciences of Sfax. He currently teaches software engineering, data base management systems, decision support systems, and data warehouse. He is a member of the REGIM-Laboratory. Most of his research are designed and evaluated in the medical field. He was the chair, an organization committee member, and a technical committee member of many national and international conferences. Among the numerous conferences, he organized the Engineering Sciences for Biology and Medicine, ESBM’2013 and ESBM’2015. He created the IEEE-EMBS Tunisia Chapter, in 2009. He was the Chair of this Chapter, from 2009 to 2012, the Vice Chair, from 2013 to 2014, and the Chair of the Second Time, from 2015 to 2016.

Research Interests
Decision Support Systems, Data Mining, KDD, HCI
H-index: 24  Total citation: 1997

📚 Scientific Publications

Title & Authors Conference/Revue Year Citations
Deepfake detection via image watermarking: A generative adversarial model approach with limited data
AH Shareef, H Ghodhbani, TM Hamdani, M Ben Ayed, K Ouahada, ...
Multimedia Tools and Applications, 1-26, 2025 2025 0
A binary particle swarm optimization-based pruning approach for environmentally sustainable and robust CNNs
J Tmamna, R Fourati, EB Ayed, LA Passos, JP Papa, MB Ayed, A Hussain
Neurocomputing 608, 128378, 2024 2024 4
Graph-based machine learning model for weight prediction in protein–protein networks
H Akid, K Chennen, G Frey, J Thompson, M Ben Ayed, N Lachiche
BMC bioinformatics 25 (1), 349, 2024 2024 0
Pruning deep neural networks for green energy-efficient models: A survey
J Tmamna, EB Ayed, R Fourati, M Gogate, T Arslan, A Hussain, MB Ayed
Cognitive Computation 16 (6), 2931-2952, 2024 2024 29
A deep learning based interval type-2 fuzzy approach for image retrieval systems
Y Ghozzi, TM Hamdani, H Hagras, K Ouahada, H Chabchoub, AM Alimi
Neurocomputing 603, 128251, 2024 2024 8
A CNN pruning approach using constrained binary particle swarm optimization with a reduced search space for image classification
J Tmamna, EB Ayed, R Fourati, A Hussain, MB Ayed
Applied Soft Computing 164, 111978, 2024 2024 22
A novel IoT-based deep neural network for COVID-19 detection using a soft-attention mechanism
Z Fki, B Ammar, R Fourati, H Fendri, A Hussain, M Ben Ayed
Multimedia Tools and Applications 83 (18), 54989-55009, 2024 2024 6
Towards automated optimization of residual convolutional neural networks for electrocardiogram classification
Z Fki, B Ammar, MB Ayed
Cognitive Computation 16 (3), 1334-1344, 2024 2024 12
Bare‐Bones particle Swarm optimization‐based quantization for fast and energy efficient convolutional neural networks
J Tmamna, EB Ayed, R Fourati, A Hussain, MB Ayed
Expert Systems 41 (4), e13522, 2024 2024 4
ECG classification with learning ensemble based on symbolic discretization
M Taktak, H Ltifi, MB Ayed
Information Systems 120, 102294, 2024 2024 2
S2SDeepArr: Sequence To Sequence Deep Learning Architecture for Arrhythmia Detection Under the Inter-patient Paradigm
W Midani, W Ouarda, H Ltifi, MB Ayed
Procedia Computer Science 246, 792-801, 2024 2024 1
Temporal–spatial transformer based motor imagery classification for BCI using independent component analysis
A Hameed, R Fourati, B Ammar, A Ksibi, AS Alluhaidan, MB Ayed, ...
Biomedical Signal Processing and Control 87, 105359, 2024 2024 36
Res_1D_CNN and BiLSTM with Attention Mechanism Integration for Arrhythmia Diagnosis
W Midani, W Ouarda, MB Ayed
International Conference on Computational Collective Intelligence, 753-764, 2023 2023 1
Automatic quantization of convolutional neural networks based on enhanced bare-bones particle swarm optimization for chest X-ray image classification
J Tmamna, EB Ayed, MB Ayed
International Conference on Computational Collective Intelligence, 125-137, 2023 2023 4
DeepArr: An investigative tool for arrhythmia detection using a contextual deep neural network from electrocardiograms (ECG) signals
W Midani, W Ouarda, MB Ayed
Biomedical Signal Processing and Control 85, 104954, 2023 2023 52
An automatic vision transformer pruning method based on binary particle swarm optimization
J Tmamna, EB Ayed, R Fourati, MB Ayed
2023 IEEE Symposium on Computers and Communications (ISCC), 727-732, 2023 2023 3
A Hybrid Trust Update Solution for Dynamic Social IoT Trust Management Model
R Magdich, H Jemal, MB Ayed
2023 9th International Conference on Control, Decision and Information�…, 2023 2023 1
Parameters sensitivity analysis of ant colony based clustering: application for student grouping in collaborative learning environment
A Abid, I Kallel, JJ Sanchez-Medina, MB Ayed
IEEE Access 12, 24751-24761, 2023 2023 6
A complete framework for aspect-level and sentence-level sentiment analysis
R Chiha, MB Ayed, CC Pereira
Applied Intelligence 52 (15), 17845-17863, 2022 2022 17
Context-awareness trust management model for trustworthy communications in the social internet of things
R Magdich, H Jemal, M Ben Ayed
Neural Computing and Applications 34 (24), 21961-21986, 2022 2022 21
Bayesian model construction based on data-experts oriented approaches for assessing the phosphate effluents effects
E Benmohamed, H Ltifi, MB Ayed
Applied Intelligence 52 (14), 16475-16496, 2022 2022 2
A novel internet of things based on deep neural network framework using soft-attention convolutional neural networks for COVID-19 detection
Z Fki, B Ammar, R Fourati, H Fendri, E Daoued, Z Mnif, A Hussain, ...
2022 0
A resilient trust management framework towards trust related attacks in the social internet of things
R Magdich, H Jemal, MB Ayed
Computer Communications 191, 92-107, 2022 2022 34
Do individual characteristics influence the beta-elliptic modeling errors during ellipse drawing movements?
T Dhieb, N Rezzoug, H Boubaker, M Ben Ayed, AM Alimi
Computer Methods in Biomechanics and Biomedical Engineering 25 (7), 783-793, 2022 2022 7
Performance of NoSQL graph implementations of star vs. snowflake schemas
H Akid, G Frey, MB Ayed, N Lachiche
IEEE Access 10, 48603-48614, 2022 2022 24
ITNO-K2PC: An improved K2 algorithm with information-theory-centered node ordering for structure learning
E Benmohamed, H Ltifi, MB Ayed
Journal of King Saud University-Computer and Information Sciences 34 (4�…, 2022 2022 6
A novel biometric system for signature verification based on score level fusion approach
T Dhieb, H Boubaker, S Njah, M Ben Ayed, AM Alimi
Multimedia Tools and Applications 81 (6), 7817-7845, 2022 2022 26
Apprentissage automatique bas� sur l'agr�gation pour la pr�diction de liens dans les r�seaux d'interactions prot�ine-prot�ine.
H Akid, K Chennen, G Frey, JD Thompson, MB Ayed, N Lachiche
EGC, 481-482, 2022 2022 0
Towards automated optimisation of residual convolutional neural networks for electrocardiogram classification
Z Fki, B Ammar, MB Ayed
arXiv preprint arXiv:2112.06024, 2021 2021 1
Neural network pruning based on improved constrained particle swarm optimization
J Tmamna, EB Ayed, MB Ayed
International Conference on Neural Information Processing, 315-322, 2021 2021 10
A New Neural Networks-Based Integrated Model for Aspect Extraction and Sentiment Classification
R Chiha, MB Ayed, C da Costa Pereira
International Journal of Multimedia Data Engineering and Management (IJMDEM�…, 2021 2021 0
ASAR 2021 online Arabic writer identification competition
T Dhieb, H Boubaker, S Njah, M Ben Ayed, AM Alimi
International Conference on Document Analysis and Recognition, 353-365, 2021 2021 5
A multi-agent system for road traffic decision making based on hierarchical interval type-2 fuzzy knowledge representation system
M Zouari, N Baklouti, MH Kammoun, MB Ayed, AM Alimi, ...
2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1-6, 2021 2021 6
An efficient trust related attack detection model based on machine learning for social internet of things
R Magdich, H Jemal, C Nakti, MB Ayed
2021 International Wireless Communications and Mobile Computing (IWCMC�…, 2021 2021 12
Deep bidirectional long short-term memory for online multilingual writer identification based on an extended Beta-elliptic model and fuzzy elementary perceptual codes
T Dhieb, H Boubaker, W Ouarda, S Njah, M Ben Ayed, AM Alimi
Multimedia Tools and Applications 80 (9), 14075-14100, 2021 2021 16
Interval type-2 beta fuzzy near sets approach to content-based image retrieval
Y Ghozzi, N Baklouti, H Hagras, MB Ayed, AM Alimi
IEEE Transactions on Fuzzy Systems 30 (3), 805-817, 2021 2021 23
Optimization of residual convolutional neural network for electrocardiogram classification
Z Fki, B Ammar, MB Ayed
arXiv preprint arXiv:2112.06024, 2021 2021 1
Agent-based intelligent decision support systems: a systematic review
F Khemakhem, H Ellouzi, H Ltifi, MB Ayed
IEEE Transactions on Cognitive and Developmental Systems 14 (1), 20-34, 2020 2020 50
Towards a novel biometric system for forensic document examination
T Dhieb, S Njah, H Boubaker, W Ouarda, MB Ayed, AM Alimi
Computers & Security 97, 101973, 2020 2020 29
Deep learning for internet of things in fog computing: survey and open issues
J Tmamna, EB Ayed, MB Ayed
2020 5th International conference on advanced technologies for signal and�…, 2020 2020 21
PSO-based adaptive hierarchical interval type-2 fuzzy knowledge representation system (PSO-AHIT2FKRS) for travel route guidance
M Zouari, N Baklouti, J Sanchez-Medina, HM Kammoun, MB Ayed, ...
IEEE Transactions on Intelligent Transportation Systems 23 (2), 804-818, 2020 2020 41
Intelligent health monitoring system modeling based on machine learning and agent technology
J Elouni, H Ellouzi, H Ltifi, MB Ayed
Multiagent and Grid Systems 16 (2), 207-226, 2020 2020 16
Survey on Visualization and Visual Analytics pipeline-based models: Conceptual aspects, comparative studies and challenges
H Ltifi, C Kolski, MB Ayed
Computer Science Review 36, 100245, 2020 2020 18
Supervised Machine Learning Approach for Subjectivity/Objectivity Classification
R Chiha10, MB Ayed
Information Systems: 16th European, Mediterranean, and Middle Eastern�…, 2020 2020 0
Adapted visual analytics process for intelligent decision-making: application in a medical context
H Ltifi, E Benmohamed, C Kolski, M Ben Ayed
International journal of information technology & decision making 19 (01�…, 2020 2020 32
Computer Science Review
H Ltifi, C Kolski, MB Ayed
2020 0
Entrep�ts de donn�es NoSQL orient�s graphes
H Akid, G Frey, MB Ayed, N Lachiche
Conference on Research Challenges in Information Science (RCIS). IEEE 1, 11, 2020 2020 0
Supervised machine learning approach for subjectivity/objectivity classification of social data
R Chiha, M Ben Ayed
European, Mediterranean, and Middle Eastern Conference on Information�…, 2019 2019 2
Trust management model based on mutual evaluation method for the social internet of things
R Magdich, H Jemal, M Ben Ayed
European, mediterranean, and middle eastern conference on information�…, 2019 2019 8
A novel bayesian network structure learning algorithm: best parents-children
E Benmohamed, H Ltifi, MB Ayed
2019 IEEE 14th International Conference on Intelligent Systems and Knowledge�…, 2019 2019 6
Deep bidirectional long short-term memory for online Arabic writer identification based on beta-elliptic model
T Dhieb, H Boubaker, W Ouarda, MB Ayed, AM Alimi
2019 international conference on document analysis and recognition workshops�…, 2019 2019 12
Multi-agent based intuitionistic fuzzy logic healthcare decision support system
H Jemal, Z Kechaou, M Ben Ayed
Journal of Intelligent & Fuzzy Systems 37 (2), 2697-2712, 2019 2019 15
A Predictive Visual Analytics Evaluation Approach Based on Adaptive Neuro-Fuzzy Inference System
S Amri, H Ltifi, M Ben Ayed
The Computer Journal 62 (7), 977-1000, 2019 2019 3
Design of remote heart monitoring system for cardiac patients
A Benjemmaa, H Ltifi, MB Ayed
International Conference on Advanced Information Networking and Applications�…, 2019 2019 24
Morphological convolutional neural network architecture for digit recognition
D Mellouli, TM Hamdani, JJ Sanchez-Medina, MB Ayed, AM Alimi
IEEE transactions on neural networks and learning systems 30 (9), 2876-2885, 2019 2019 95
Information and communication technologies for the improvement of the irrigation scheduling
MA Fourati, W Chebbi, MB Ayed, A Kamoun
International Journal of Sensor Networks 30 (2), 69-82, 2019 2019 5
Interval type-2 Beta Fuzzy Near set based approach to content based image retrieval
Y Ghozzi, N Baklouti, H Hagras, MB Ayed, AM Alimi
arXiv preprint arXiv:1812.07098, 2018 2018 0
An evolutionary hierarchical interval type-2 fuzzy knowledge representation system (ehit2fkrs) for travel route assignment
M Zouari, N Baklouti, JS Medina, MB Ayed, AM Alimi
arXiv preprint arXiv:1812.01893, 2018 2018 1
Machine learning with internet of things data for risk prediction: application in ESRD
Z Fki, B Ammar, MB Ayed
2018 12th International Conference on Research Challenges in Information�…, 2018 2018 20
Risk prediction in smart home care
FKI Zeineb, A Boudour, BA Mounir
2018 IEEE 32nd International Conference on Advanced Information Networking�…, 2018 2018 4
An extended Beta-Elliptic model and fuzzy elementary perceptual codes for online multilingual writer identification using deep neural network
T Dhieb, S Njah, H Boubaker, W Ouarda, MB Ayed, AM Alimi
arXiv preprint arXiv:1804.05661, 2018 2018 6
An online writer identification system based on beta-elliptic model and fuzzy elementary perceptual codes
T Dhieb, S Njah, H Boubaker, W Ouarda, MB Ayed, AM Alimi
arXiv preprint arXiv:1804.05661, 2018 2018 11
Fuzzy logic–based evaluation of visualizations generated by intelligent decision support systems
H Ltifi, S Amri, M Ben Ayed
Information Visualization 17 (1), 3-21, 2018 2018 14
A UI-DSPL approach for the development of context-adaptable user interfaces
T Sboui, MB Ayed, AM Alimi
IEEE Access 6, 7066-7081, 2017 2017 14
Comprehensive evaluation method of visual analytics tools based on fuzzy theory and artificial neural network
S Amri, H Ltifi, MB Ayed
2017 12th International Conference on Intelligent Systems and Knowledge�…, 2017 2017 5
Modeling of distributed visual knowledge discovery from data process
H Ellouzi, MB Ayed, H Ltifi
2017 12th International Conference on Intelligent Systems and Knowledge�…, 2017 2017 4
Morph-CNN: a morphological convolutional neural network for image classification
D Mellouli, TM Hamdani, MB Ayed, AM Alimi
International Conference on Neural Information Processing, 110-117, 2017 2017 28
Addressing Context-Awareness in User Interface Software Product Lines (UI-SPL) Approaches
T Sboui, MB Ayed, AM Alimi
Human Centered Software Product Lines, 131-152, 2017 2017 3
Agent technology based modelization systems for healthcare
J Hanen, Z Kechaou, M Ben Ayed
IETE Journal of Research 63 (5), 630-642, 2017 2017 5
Hierarchical interval type-2 beta fuzzy knowledge representation system for path preference planning
M Zouari, N Baklouti, H Kammoun, J Sanchez-Medina, MB Ayed, ...
2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1-6, 2017 2017 5
A Meta-model for Run Time Adaptation in a UI-DSPL process
T Sboui, MB Ayed, AM Alimi
Proceedings of the 31st International BCS Human Computer Interaction�…, 2017 2017 1
Multi-agent modelling of decision support systems based on visual data mining
H Ellouzi, H Ltifi, M Ben Ayed
Multiagent and Grid Systems 13 (1), 31-45, 2017 2017 19
Research Article Enhanced Decision Support Systems in Intensive Care Unit Based on Intuitionistic Fuzzy Sets
H Jemal, Z Kechaou, MB Ayed
2017 0
Enhanced decision support systems in intensive care unit based on intuitionistic fuzzy sets
H Jemal, Z Kechaou, M Ben Ayed
Advances in Fuzzy Systems 2017 (1), 7371634, 2017 2017 24
Towards NoSQL graph data warehouse for big social data analysis
H Akid, M Ben Ayed
International Conference on Intelligent Systems Design and Applications, 965-973, 2016 2016 12
Towards an approach based on ontology for semantic-temporal modeling of social network data
R Chiha, M Ben Ayed
International Conference on Intelligent Systems Design and Applications, 708-717, 2016 2016 2
Temporal patterns visualization for knowledge acquisition in dynamic decision-making environment
J Elouni, H Ltifi, M Ben Ayed, M Masmoudi
International Conference on Intelligent Systems Design and Applications, 841-851, 2016 2016 2
Data fusion classification method based on multi agents system
E Ben Boussada, M Ben Ayed, AM Alimi
International Conference on Intelligent Systems Design and Applications, 863-870, 2016 2016 1
Towards a medical intensive care unit decision support system based on intuitionistic fuzzy logic
H Jemal, Z Kechaou, M Ben Ayed
International Conference on Intelligent Systems Design and Applications, 602-611, 2016 2016 8
Visual intelligent decision support systems in the medical field: Design and evaluation
H Ltifi, MB Ayed
Machine Learning for Health Informatics: State-of-the-Art and Future�…, 2016 2016 5
A visual modeling of knowledge for decision-making
J Elouni, H Ltifi, MB Ayed, M Masmoudi
2016 International Conference on Image and Vision Computing New Zealand�…, 2016 2016 2
Enhanced visual data mining process for dynamic decision-making
H Ltifi, E Benmohamed, C Kolski, MB Ayed
Knowledge-Based Systems 112, 166-181, 2016 2016 50
An enhanced healthcare system in mobile cloud computing environment
J Hanen, Z Kechaou, MB Ayed
Vietnam Journal of Computer Science 3 (4), 267-277, 2016 2016 113
Teamwork construction in E-learning system: A systematic literature review
A Abid, I Kallel, MB Ayed
2016 15th International Conference on Information Technology Based Higher�…, 2016 2016 20
An ontologist feedback driven ontology evolution with an adaptive multi-agent system
S Benomrane, Z Sellami, MB Ayed
Advanced Engineering Informatics 30 (3), 337-353, 2016 2016 22
An intelligent agent based architecture for visual data mining
H Ellouzi, H Ltifi, MB Ayed
International Journal of Advanced Computer Science and Applications 7 (7�…, 2016 2016 1
Effect of PSO algorithm on a ECG data fusion system
EB Boussada, MB Ayed, AM Alimi
International Journal of Computer Science and Information Security 14 (7), 457, 2016 2016 0
Generative software development techniques of user interface: survey and open issues
T Sboui, MB Ayed
International Journal of Computer Science and Information Security 14 (7), 824, 2016 2016 9
Evolving ontologies using an adaptive multi-agent system based on ontologist-feedback
S Benomrane, Z Sellami, MB Ayed
2016 IEEE tenth international conference on research challenges in�…, 2016 2016 2
Evaluation of Mobile Decision support Systems: Preliminary Basic Concepts
EB Ayed, MB Ayed, C Kolski, H Ezzedine, F Gargouri
International Journal on Human Machine Interaction 2 (1), 27-30, 2016 2016 0
A quality model for the evaluation of decision support systems based on a knowledge discovery from data process
E Ben Ayed, M Ben Ayed
Journal of decision systems 25 (2), 95-117, 2016 2016 7
Visual intelligent remote healthcare monitoring system using multi-agent technology
AB Jemaa, H Ltifi, MB Ayed
2016 2nd International Conference on Advanced Technologies for Signal and�…, 2016 2016 2
Visual knowledge generation from data mining patterns for decision-making
J Elouni, H Ltifi, MB Ayed, M Masmoudi
International Journal of Advanced Computer Science and Applications 7 (7), 2016 2016 2
Interactive visual knowledge discovery from data-based temporal decision support system
H Ltifi, E Ben Mohamed, M ben Ayed
Information Visualization 15 (1), 31-50, 2016 2016 36
Modeling a secure cloud data warehouse with SoaML
E Guermazi, H Ben-Abdallah, MB Ayed
2015 11th International Conference on Information Assurance and Security�…, 2015 2015 2
Towards an intelligent evaluation method of medical data visualizations
S Amri, H Ltifi, MB Ayed
2015 15th International Conference on Intelligent Systems Design and�…, 2015 2015 10
MRI brain tumor classification using support vector machines and meta-heuristic method
A Kharrat, MB Halima, MB Ayed
2015 15th international conference on intelligent systems design and�…, 2015 2015 66
New multi-agent architecture of visual intelligent decision support systems application in the medical field
H Ellouzi, H Ltifi, MB Ayed
2015 IEEE/ACS 12th international conference of computer systems and�…, 2015 2015 20
Using Bloom's taxonomy to enhance interactive concentric circles representation
E Benmohamed, H Ltifi, MB Ayed
2015 IEEE/ACS 12th International Conference of Computer Systems and�…, 2015 2015 2
Multi-agent architecture for visual intelligent remote healthcare monitoring system
AB Jemmaa, H Ltifi, MB Ayed
International conference on hybrid intelligent systems, 211-221, 2015 2015 22
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