GHALMANE Zakariya

Équipe de recherche

Ingénierie et Outils numériques

Thèmes de recherche

• Réseaux Complexes
• Machine Learning
• Résilience des réseaux complexes
• Apprentissage profond 
• Analyse de données 

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Activités pédagogiques

• Disciplines : Informatique
• Modalités : Cours magistraux, TP, TD
• Niveau : Ingénieurs de 2ème au 5ème années
• Spécialités : IA, Algorithmique, développement web, programmation (C, JAVA, Python), Design patterns, Test logiciel, conception logiciel, Base de données

Encadrement de thèses

Thèses en cours

• M. TERMOS, « Détection d’anomalies de sécurité dans les réseaux IoT par réseaux complexes et techniques d’IA», soutenance prévue en 2025

Animation scientifique

• Reviewer : Applied Network Science Journal (depuis 2019), Scientific Reports (depuis 2020), PLOS ONE (depuis 2020)
• Reviewer : The International Conference on Complex Networks and their Applications (2020 & 2021), French Regional Conference on Complex Systems (2021 et 2024)
• Comité d’organisation :
  • Membre du comité d’organisation de la 21ème édition de la conférence Extraction et Gestion des Connaissances (EGC 2021), 25-29 Janvier 2021 Montpellier – France.
  • Membre du comité d’organisation de la 6ème Conférence internationale sur les réseaux complexes et leurs applications (Complex Networks 2017), Décembre 2017 Lyon – France, (350 participants, 60 nationalités)

Publications

Synthèse (2018-2023)

• ACL : 6
• C-ACTI : 4
• C-COM : 12

Production scientifique

Articles publiés dans des revues internationales :

• M Termos, Z Ghalmane A Brahmia A Fadlallah, A Jaber M Zghal. « GDLC A new Graph Deep Learning framework based on Centrality measures for intrusion detection in IoT networks » under review in Internet of Things Journal on December 2023.
• Z. Ghalmane, B. Mérigot, R. Interdonado, D. Ienco, P. Carbonara, A. Cau, A. Esteban, M.T. Farriols, M. C. Follesa, C. Garcia-Ruiz, G. Garofalo, M. Gristina, T. Imzilen, I. Isajlovic, S. Kavadas, I. Maina, P. Maiorano, C. Manfredi, J. Mifsud, P. Peristeraki, M. Sbrana, M.T. Spedicato, I. Thasitis, N.Vrgoc, and P. Poncelet “A new framework for measuring diversity in temporal ecological networks”, under review in the Ecological Informatics Journal.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Extracting Modular-based Backbones in Weighted Networks”, Information Sciences (textbf{IF=5.91}, textbf{Q1}), 2021, vol. 576, p. 454-474. DOI: 10.1016/j.ins.2021.06.087.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Extracting backbones in weighted modular complex networks”, Scientific Reports (textbf{IF=4.011}, textbf{Q1}), 2020, vol. 10, no 1, p. 1-18. DOI: 10.1038/s41598-020-71876-0.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Exploring hubs and overlapping nodes interactions in modular complex networks”, IEEE Access (textbf{IF=4.098}, textbf{Q1}), 2020, vol. 8, p. 79650-79683. DOI: 10.1109/ACCESS.2020.2991001.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Centrality in Complex Networks with Overlapping Community Structure”, Scientific Reports Journal (textbf{IF=4.011}, textbf{Q1}), 2019, vol. 9, no 1. DOI: 10.1038/s41598-019-46507-y.
•  Z. Ghalmane, M. EL Hassouni, C. Cherifi, H. Cherifi “Centrality in Modular Networks”, EPJ Data Science Journal (textbf{IF=3.789}, textbf{Q1}), 2019, vol. 8, no 1, p. 15. DOI: 10.1140/epjds/s13688-019-0195-7.
• Z. Ghalmane, M. EL Hassouni, H. Cherifi “Immunization of networks with non-overlapping community structure”, Social Network Analysis and Mining (textbf{IF=1.61}, textbf{Q3}), 2019, vol. 9, no 1, p. 45. DOI: 10.1007/s13278-019-0591-9.

Articles publiés dans des conférences internationales :

• M Termos, Z Ghalmane A Brahmia A Fadlallah, A Jaber & M Zghal 2023 November Intrusion Detection System for IoT Based on Complex Networks and Machine Learning In 2023 IEEE Intl Conf on Dependable Autonomic and Secure Computing Intl Conf on Pervasive Intelligence and Computing Intl Conf on Cloud and Big Data Computing Intl Conf on Cyber Science and Technology Congress (PiCom/CBDCom/CyberSciTech)(pp.0471-0477) DOI:IEEE.10.1109/PiCom/CBDCom/Cy59711.2023.10361433.
• Z. Ghalmane, B. Mérigot, R. Interdonado, D. Ienco, P. Carbonara, A. Cau, A. Esteban, M.T. Farriols, M. C. Follesa, C. Garcia-Ruiz, G. Garofalo, M. Gristina, T. Imzilen, I. Isajlovic, S. Kavadas, I. Maina, P. Maiorano, C. Manfredi, J. Mifsud, P. Peristeraki, M. Sbrana, M.T. Spedicato, I. Thasitis, N.Vrgoc, and P. Poncelet, ‘A new framework for measuring diversity in temporal ecological networks: application to the demersal fish community in the Mediterranean sea’. Complex Systems Society, December 25-29, 2021 Lyon, France.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni ‘Interactions between overlapping nodes and hubs in complex networks with modular structure’. Complex Systems Society, December 7-11, 2020 (Videoconference).
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni ‘A Community-Aware Backbone Extractor for Weighted Networks’. The 9th International Conference on Complex Networks and their Applications (COMPLEX NETWORKS 2020) December 1-3, 2020 – Madrid, Spain (Videoconference).
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “A backbone extraction method for complex weighted networks”, The 11th Conference on Network Modeling and Analysis (Modèles & Analyse des Réseaux : Approches Mathématiques & Informatiques MARAMI), October 14-15 2020 Montpellier, France (Videoconference).
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni ‘Localization of Hubs in Modular Networks’. The International Conference on Complex Systems, July 27-31, 2020 (Videoconference).
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Localization of hubs in complex networks with overlapping modular structure”, Netsci 2020, May 17-25 2020, Rome, Italy (Videoconference).
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Characterizing the Relation between Hubs and Overlapping Nodes in Modular Networks”. COMPLEX NETWORKS 2019.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Searching for the hubs? Look at the overlapping nodes!”, The 10th Conference on Network Modeling and Analysis (Modèles & Analyse des Réseaux : Approches Mathématiques & Informatiques MARAMI), November 6-8 2019 Dijon, France.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Influence of the community structure on centrality measures”, Netsci 2019, May 27-31 2019, Burlington, Vermont USA.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Ranking the Nodes in Modular Networks”, The 10th International Conference on Complex Networks 2019 COMPLENET’19.
• Z. Ghalmane, C. Cherifi, H. Cherifi, M. EL Hassouni “Centrality in Networks with Overlapping Communities”, In 7th IEEE International Conference on Complex Networks and Their Applications (CNA 2018).
• Z. Ghalmane, M. EL Hassouni, C. Cherifi, H. Cherifi “k-Truss Decomposition for Modular Centrality”, The 9th International Symposium on Signal, Image, Video and Communications ISIVC 2018. DOI: 10.1109/ISIVC.2018.8709196.
• Z. Ghalmane, M. EL Hassouni, H. Cherifi “Betweenness Centrality for Networks with Non-Overlapping Community Structure”, 2018 IEEE Workshop on Complexity in Engineering (COMPENG), 1-5. DOI: 10.1109/CompEng.2018.8536229.
• Z. Ghalmane, M. EL Hassouni, H. Cherifi “Targeted immunization in networks with non-overlapping community structure”, The 6th International Conference on Complex Networks and Their Applications, Book of abstracts p104.