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Jinan Charafeddine

De Vinci Research Center


Jinan Charafeddine

Jinan Charafeddine is a Professor Researcher at De Vinci Higher Education, Paris La Défense, specializing in Biomechanics and Artificial Intelligence for Medical Computer Vision. She is also responsible for the Mechatronics Projects PIX2 at ESILV. ------------------------------------------------------------------ She is an Associate Researcher at the University of the Basque Country (UPV/EHU), Spain, and at Hôpital Raymond-Poincaré (AP-HP), Garches, France. She is also a member of the Société de Biomécanique. ------------------------------------------------------------------ From 2020 to 2023, she served as a Professor Researcher at Université Paris-Saclay - Institute of Science and Technology (ISTY Engineering School) and at the Systems Engineering Laboratory (LISV). ------------------------------------------------------------------ She received from Paris-Saclay University, Orsay, France, a Ph.D. in Motion Science and Control of Mechatronic Systems in 2021, conducted in collaboration with Hôpital Raymond-Poincaré (AP-HP), the Systems Engineering Laboratory (LISV) - INSERM, and the ICode Paris-Saclay project. Prior to that, she obtained from the Lebanese University in Beirut, Lebanon, a Master's degree in Biomedical Engineering (BioMEMS), a Diploma in Instrumentation and Industrial Computing, and a Bachelor's degree in Applied Physics. ------------------------------------------------------------------ Her research interests include: Artificial Intelligence for Medical Data Analysis and Computer Vision; BioRobotics and Rehabilitation Exoskeletons; Telecommunication Data Analysis and Systems; Quantum Machine Learning for Healthcare Applications. ------------------------------------------------------------------ She has authored and co-authored numerous publications in high-impact journals such as Information Fusion, Neural Networks, Expert Systems with Applications, Artificial Intelligence Review, and The Lancet. She regularly serves as a reviewer for IEEE and Elsevier journals and is actively involved in international conferences, where she has also been invited as a Keynote Speaker. She has also served as rapporteur, examiner, and president of several Ph.D. defense juries. ------------------------------------------------------------------ Passionate about bridging artificial intelligence, biomechanics, telecommunications, and clinical research to develop next-generation intelligent healthcare technologies.

jinan.charafeddine@devinci.fr

Publications


Journal Articles

Huaiyuan Xiao; Fadi Dornaika; Jinan Charafeddine; Bi Jingjun

Metric learning-enhanced semi-supervised Graph Convolutional Network for multi-view learning Journal Article

In: Information Fusion, vol. 124, pp. 103420, 2025.

Abstract | Links | BibTeX

Guowen Peng; Fadi Dornaika; Jinan Charafeddine

Multi-view learning with graph convolution networks adopting diverse graphs and genuine deep feature fusion Journal Article

In: Artificial Intelligence Review, vol. 58, pp. 290, 2025.

Abstract | Links | BibTeX

Bi Jingjun; Fadi Dornaika; Jinan Charafeddine

Linear projection fused graph-based semi-supervised learning on multi-view data Journal Article

In: Artificial Intelligence Review, vol. 58, pp. 309, 2025.

Abstract | Links | BibTeX

Guowe Peng; Fadi Dornaika; Jinan Charafeddine

CGCN-FMF:1D convolutional neural network based feature fusion and multi graph fusion for semi-supervised learning Journal Article

In: Expert Systems With Applications, vol. 277, pp. 127194, 2025.

Links | BibTeX

Fadi Dornaika; B Wang; Jinan Charafeddine

Deep Feature Disentanglement for Supervised Contrastive Learning: Application to Image Classification Journal Article

In: Cognitive Computation, vol. 17, pp. 117, 2025.

Abstract | Links | BibTeX

Zaid Jabbar Al-Allaq; Wafaa Shakir; Jinan Charafeddine

A Comprehensive Review of Cutting-Edge Disaster Response: UAVs Equipped with FSO-Based Communications Journal Article

In: Wireless Personal Communications, vol. 141, pp. 29-394, 2025.

Abstract | Links | BibTeX

Fadi Dornaika; Jinan Charafeddine; Huaiyuan Xiao; Jingjun Bi

Semi-supervised learning for multi-view and non-graph data using Graph Convolutional Networks Journal Article

In: Neural Networks, vol. 185, pp. 107218, 2025.

Abstract | Links | BibTeX

Fadi Dornaika; Jinan Charafeddine

One-phase multi-view clustering with unified graph and data representation convolution Journal Article

In: Soft Computing, vol. 29, pp. 4335-4356, 2025.

Abstract | Links | BibTeX

Fadi Dornaika; Jingjun Bi; Jinan Charafeddine

Leveraging Graph Convolutional Networks for Semi-supervised Learning in Multi-view Non-graph Data Journal Article

In: Cognitive Computation, vol. 17, pp. 73, 2025.

Abstract | Links | BibTeX

Wafaa Shakir; Jinan Charafeddine

Empowering MIMO-FSO Systems: RIS Technology for Enhanced Performance in Challenging Conditions Journal Article

In: vol. 28, no. 6, pp. 1 - 1, 2025.

Abstract | Links | BibTeX

Fadi Dornaika; Sally El Hajjar; Jinan Charafeddine; Nagore Barrena

Unified Multi-view Data Clustering: Simultaneous Learning of Consensus Coefficient Matrix and Similarity Graph Journal Article

In: Cognitive Computation, vol. 17, no. 38, 2025.

Abstract | Links | BibTeX

Mohamad Abou Ali; Jinan Charafeddine; Fadi Dornaika; Ignacio Arganda?Carreras

Enhancing Generalization and Mitigating Overfitting in Deep Learning for Brain Cancer Diagnosis from MRI Journal Article

In: Applied Magnetic Resonance, 2025.

Abstract | Links | BibTeX

Danyang Sun; Fadi Dornaika; Jinan Charafeddine

LCAMix: Local-and-contour aware grid mixing based data augmentation for medical image segmentation Journal Article

In: Information Fusion, vol. 110, pp. 102484, 2024.

Abstract | Links | BibTeX

Pandar Alirezazadeh; Fadi Dornaika; Jinan Charafeddine

Mises-Fisher similarity-based boosted additive angular margin loss for breast cancer classification Journal Article

In: Artificial Intelligence Review, vol. 57, pp. 326, 2024.

Abstract | Links | BibTeX

Wafaa Shakir; Ali Mahdi; Hani Hamdan; Jinan Charafeddine; Haitham Satai; Radouane Akrache; Samir Hadad; Jinane Sayah

Novel Approximate Distribution of the Generalized Turbulence Channels for MIMO FSO Communications Journal Article

In: Ieee Photonics Journal, vol. 16, no. 4, pp. 1 - 15, 2024.

Abstract | Links | BibTeX

Fadi Dornaika; Sally El Hajjar; Jinan Charafeddine

Towards unsupervised radiograph clustering for COVID-19: The use of graph-based multi-view clustering Journal Article

In: Engineering Applications Of Artificial Intelligence, vol. 133, no. Part D, pp. 108336, 2024.

Abstract | Links | BibTeX

Proceedings Articles

Jinan Charafeddine; Wafaa Shakir; Hani Hamdan

ESER- Machine Learning Model for Predicting RSSI of FSO Communications in Forest Environments Proceedings Article

In: 2025 IEEE 22nd Consumer Communications & Networking Conference (CCNC), IEEE, Las Vegas, NV, USA, 2025, ISBN: 2331-9860.

Abstract | Links | BibTeX

Mohanaed Ajmi Falih; Nidaa Ghalib Ali; Israa Ali Alshabeeb; Wafaa Shakir; Jinan Charafeddine

Congregate: Enhancing communication sensor with concentration grid Proceedings Article

In: 3RD INTERNATIONAL CONFERENCE ON MATHEMATICS, AI, INFORMATION AND COMMUNICATION TECHNOLOGIES: ICMAICT2023, AIP Publishing, Erbil, Iraq, 2025, ISBN: 0094-243X.

Abstract | Links | BibTeX

Bouchra Tartoussi; Najah Tartoussi; Baraa Altayebrrafei; Jinan Charafeddine; Wafaa Shakir; Nancy Chendeb

Optimizing FSO System Performance: Integrating Machine Learning for Security and Reliability Proceedings Article

In: 2025 5th IEEE Middle East and North Africa Communications Conference (MENACOMM), IEEE, Liban, 2025.

Abstract | Links | BibTeX

Saeed Gharib; Jinan Charafeddine; Samir Haddad; Fadi Dornaika

Enhancing Medical Image Classification with Streamlined-EvidNet: A Robust Neural Network Architecture Proceedings Article

In: 2024 International Conference on Computer and Applications (ICCA), IEEE, Cairo, 2025, ISBN: 979-8-3503-6757-7.

Abstract | Links | BibTeX

Swaminath Venkateswaran; Jinan Charafeddine

A Human-Robot Interaction Platform for Operator Well-Being: A Case-Study Proceedings Article

In: ASME International Mechanical Engineering Congress and Exposition, American Society of Mechanical Engineers, Portland, Oregon, United States, 2025, ISBN: 978-0-7918-8859-9.

Abstract | Links | BibTeX

Radouane Akrache; Wafaa Shakir; Jinan Charafeddine

Enhancing Prosthetic and Orthopedic Support Devices Through Advanced Composite Material Assembly and Design Optimization Proceedings Article

In: Volume 4: Biomedical and Biotechnology Engineering, American Society of Mechanical Engineers, Portland, Oregon, USA, 2025, ISBN: Paper No: IMECE2024-147261, V004T06A044; 7 pages.

Abstract | Links | BibTeX

Jinan Charafeddine; Hani Hamdan; Wafaa Shakir; Ikram Athmani

Machine Learning-Enhanced Biomechanical Analysis for Robotic Rehabilitation Proceedings Article

In: 49th congress of Société de Biomécanique, Compiegne, 2025.

Links | BibTeX

Jinan Charafeddine; Taha Houda; Swaminath Venkateswaran; Yasin Dhaher

Neuro-Motor Index for Upper Limb Exoskeleton Control: A Machine Learning Approach Proceedings Article

In: 2024 International Conference on Computer and Applications (ICCA), IEEE, Cairo, Egypte, 2024, ISBN: 979-8-3503-6757-7.

Abstract | Links | BibTeX

Chadi Kallab; Samir Haddad; Jinan Charafeddine; Joseph Merhej; Nisrine Turkey; Jinane Sayah

Flexible Granular Deep Learning Voting Architecture Proceedings Article

In: 2024 International Conference on Computer and Applications (ICCA), IEEE, Cairo, Egypt, 2024, ISBN: 979-8-3503-6757-7.

Abstract | Links | BibTeX

Nancy Kozah; Jinan Charafeddine; Fadi Dornaika; Jihad El Jaam

Data Augmentation Techniques for Medical Image Segmentation - A Review Proceedings Article

In: 2024 International Conference on Computer and Applications (ICCA), IEEE, Cairo, Egypt, 2024, ISBN: 979-8-3503-6757-7.

Abstract | Links | BibTeX

Wafaa Shakir; Zaynab Abdulazeez; Hani Hamdan; Jinan Charafeddine

Unified Performance Analysis for UAV-Based FSO Communication Systems Proceedings Article

In: International Congress on Information and Communication Technology, Springer Nature Link, London, United Kingdom, 2024, ISBN: 978-981-97-3301-9.

Abstract | Links | BibTeX

Fadi Dornaika; Jinan Charafeddine

Semi-supervised Classification through Data and Label Graph Fusion Proceedings Article

In: "2023 International Conference on Computer and Applications (ICCA)", pp. pp. 1-6, IEEE, Cairo , Egypt, 2023, ISBN: ISBN 979-8-3503-0325-4.

Abstract | Links | BibTeX




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