LA RECHERCHE A L’ESME
Energie et technologies numériques,
les ingénieurs de l’innovation
responsable
Adress
38 rue Molière 94200 IVRY-SUR-SEINE
Contact Information
Call:
+ 33 1 56 20 62 00
Email:
[email protected]
Lamine Amour
Head of the Digital Transformation Master Program and Associate Professor in Networking and Computer Science
ESME
Overview of research area
My research interests lie in the context of adaptive mechanisms in large-scale intelligent distributed and dynamic systems. They are structured on three axes:
1. Self-configuring Systems: In this axis, my research draws on contextual knowledge and Automatic/Deep/Reinforcement Learning (ML/DL/RL) as well as Federated Learning (FL) to provide approaches that require no or minimal human intervention in autonomous systems.
2. Next-generation systems: My work in this axis aims to deliver configurable and disaggregated systems based on paradigms such as Quality of Experience (QoE), Network Functions Virtualization (NFV), Software-Defined Networking (SDN) and Blockchain.
3. Applications : The final axis characterizes my research program, involving the practical and realistic application of my approaches to various use cases like 5G/6G networks, Networked Music Performance (NMP), IoT , VANET, E-Health, etc.
Short biography
I received Ph.D from University Paris-Est (UPE) in 2018. Actually, I am an Associate Professor of IT and networking with ESME and a member of IEEE community, VQEG/ITU-T (SG-12) and QUALINET groups. In addition, I am a reviewer for several IEEE conferences and journals, including IEEE-Transactions on Networking, IEEE-ICC and IEEE-Globecom. My studies are in the fields of machine learning, network evaluation and quality of service/quality of experience. Currently, I am working on the evaluation of network performance and the investigation of SDN optimization, using machine\deep learning techniques based on data-driven approaches. Furthermore, I am a collaborator in the European project VIRTUAL STAGE and METAMORPHOSES in the Networked music performance (NMP) field.
Publications
- L. Amour and A. Dandoush, Harnessing Crowdsourcing and Machine Learning for Mobile Services Performance Analysis, Advances and Challenges in Science and Technology, Issue 2, pp. 123–158, 2023.
- H. Marouane, A. Dandoush, L. Amour, and A. Erbad, Performance Evaluation of Machine Learning-Based Misbehavior Detection Systems in VANETs: A Comprehensive Study, 2023 International Symposium on Networks, Computers and Communications (ISNCC), Doha, Qatar, pp. 1-6, October 2023.
- A. Bareggi, F. Bardazzi, L. Amour, and M. Ostrowicki, New Perspectives in Virtual Environments for Opera Music, Immersive and 3D Audio: from Architecture to Automotive Conference (I3DA 2023), Bologna, Italy, pp. 1-6, September 2023.
- L. Amour and A. Dandoush, Crowdsourcing Based Performance Analysis of Mobile User Heterogeneous Services, Electronics (Switzerland), 11(7), 1011, 2022.
- L. Amour, M. Quiniou, S. Tucci-Piergiovanni, H. Bourak, and S. Souihi, uTakeCare: unlock full decentralization of personal data for a respectful decontainment in the context of COVID-19: toward a digitally empowered anonymous citizenship, Data Science for COVID-19, Academic Press, pp. 231-253, 2021.
- L. Amour and A. Dandoush, Towards a Crowdsourced Network Measurements Analyzer (CNMA) for the Streaming Service, 22nd IEEE International Conference on High Performance Switching and Routing (HPSR’2021), pp. 5, Paris, France, June 2021.
- L. Amour, S. Souihi, A. Mellouk, and S.M. Mushtaq, Q2ABR: QoE-aware adaptive video bit rate solution, International Journal of Communication Systems, Vol. 33, Issue 10, pp. 21, 2019.
- L. Amour, V. Tong, S. Souihi, H. A. Tran, and A. Mellouk, Quality Estimation Framework for Encrypted Traffic (Q2ET), 2019 IEEE Global Communications Conference, (GLOBECOM’2019), pp.6, Waikoloa, HI, USA, December 2019.
- L. Amour, M. I. Boulabiar, S. Souihi, and A. Mellouk, An improved QoE estimation method based on QoS and affective computing, International Symposium on Programming and Systems (ISPS’2018), pp. 7, Algeries, Algeria, April 2018.
- L. Amour, M. S. Mushtaq, S. Souihi, and A. Mellouk, QoE-Based Framework to Optimize User Perceived Video Quality, 2017 IEEE 42nd Conference on Local Computer Networks (LCN’2017), pp. 5, Singapore, November 2017.
- L. Amour, S. Souihi, M. S. Mushtaq, S. Hoceini, A. Mellouk, Perceived video quality evaluation based on interactive/repulsive relation between the QoE IFs, 2016 IEEE International Conference on Communications (ICC’2016), pp. 7, Kuala Lumpur, Malaysia, May 2016.
- L. Amour, S. Souihi, S. Hoceini, and A. Mellouk, An Open Source Platform for Perceived Video Quality Evaluation, Proceedings of the 11th ACM Symposium on QoS and Security for Wireless and Mobile Networks (Q2SWinet ‘2015), pp. 3, Cancun, Mexico, November 2015.
- L. Amour, S. Souihi, S. Hoceini, and A. Mellouk, Building a Large Dataset for Model-based QoE Prediction in the Mobile Environment, Proceedings of the 18th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems (MSWiM’15), pp. 5, Cancun, Mexico, November 2015.
- L. Amour, S. Souihi, and A. Mellouk, A Hierarchical Classification Model of QoE Influence Factors, International Conference on Wired/Wireless Internet Communication (WWIC’2015), pp. 13, Malaga, Spain, May 2015.
PhD in Networking
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2014-2018PhD in NetworkingUPE, Paris Est University
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2016DFE CertificateDFE-ISEFRE, Institut Cycles Découverte de la France Entrepreneuriale
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2012-2014Master in Systems and NetworksUPEC (Paris-Est Créteil University, Vitry-sur-Seine, France)
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2010-2012Master in Complex SystemsUniversity of Bejaia, Bejaia, Algeria
Head of the Digital Transformation Master Program and Associate Professor in Networking and Computer Science
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Since 2023Head of the Digital Transformation Master ProgramESME, Ivry-sur-Seine, France
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2021-2023Head of the Networks & Telecom Master ProgramESME, Ivry-sur-Seine, France
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Since 2020Associate professor in Networking and Computer ScienceESME, Ivry-sur-Seine, France
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2019-2020Associate professor in Computer ScienceEPISEN, Public School of Health and Digital Engineers, Créteil, France
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2016-2018ATER, Temporary Taching and Research Associate ProfessorUPEC (Paris-Est Créteil University), Virty-sur-Seine, France
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2014-2015Substitute TeacherC-V IUT, Créteil-Vitry University Institute, Vitry-sur-Seine, France