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GRADUATE STUDIES
- • STUDYING AT MANUTECH SLEIGHT
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MSc in Optics, Image, Vision, Multimedia (OIVM)
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iPSRS - Intelligent Photonics for Security, Reliability, Sustainability and Safety
- PSRS - Partner universities
- RADMEP - Radiation and its Effects on MicroElectronics and Photonics Technologies
- COSI - Computational Colour and Spectral Imaging
- IMLEX - Imaging & Light in Extended Reality
- AIMA - Advanced Imaging & Material Appearance
- PE - Photonics Engineering
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iPSRS - Intelligent Photonics for Security, Reliability, Sustainability and Safety
- MSc in Computer Science
- MSc in Health Engineering
- Engineering schools' research tracks
- Doctoral studies
- Training through research
- Opportunities
- Admission and aid
- OPTICA student chapter
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RESEARCH & INNOVATION
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SCIENTIFIC EVENTS
- • News and about
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The SLEIGHT Science Events
- SSE #12 - Imaging in Manutech-SLEIGHT
- SSE #11 - SLEIGHT in 2024
- SSE #10 - Sustainable Surface Engineering
- SSE #09 - SLEIGHT in 2023
- SSE #08 - Photonics for Health
- SSE #07 - SLEIGHT in 2022
- SSE #06 - Machine Learning
- SSE #05 - SLEIGHT in 2021
- SSE #03 - SLEIGHT in 2020
- SSE #02 - Material Appearance
- SSE #01 - Topics and stakeholders
- SSE #13 - SLEIGHT in 2025
- Manutech-SLEIGHT Awards
- Scientific conferences
- Events in partnership with Manutech-SLEIGHT
- CAMPUS LIFE
- ABOUT US
- NEWSLETTER
Marc Sebban has been a professor of Computer Science at Jean Monnet University (UJM), Saint-Etienne, since 2002. He graduated with a Master of Science degree in Statistics (1992) and a Master of Computer Science degree (ENS Lyon, 1994). He defended his PhD thesis in Machine Learning in 1996. He is today the deputy director of the Hubert Curien laboratory and the coordinator of the international master programme in Machine Learning and Data Mining - MLDM (MSc in Computer Science).
MAIN REPONSABILITIES
- Deputy-director of the Hubert Curien laboratory (UJM, CNRS, IOGS)
- Coordinator of the international Machine Learning and Data Mining master programme
- Leader of the second research axis of the Manutech-SLEIGHT Graduate School
- 2008-2020 - Member of the board of directors of the Jean Monnet University (UJM)
- 2018-2021 - Coordinator for UJM of the project ACADEMICS (partners: LP, LIP from ENS Lyon and LIRIS)
TEACHING
- Statistics and Probabilities – (BSc. in Computer Science)
- Data Analysis (MLDM)
- Introduction to Machine Learning (MLDM)
- Advanced Machine Learning (MLDM)
SOME REPRESENTATIVE PUBLICATIONS
- Tanguy Kerdoncuff, Michaël Perrot, Rémi Emonet, Marc Sebban, Optimal Tensor Transport. AAAI (2022)
- Tanguy Kerdoncuff, Rémi Emonet, Marc Sebban: Sampled Gromov Wasserstein. Mach. Learn. 110(8): 2151-2186 (2021)
- Léo Gautheron, Amaury Habrard, Emilie Morvant, Marc Sebban: Metric Learning from Imbalanced Data with Generalization Guarantees. Pattern Recognit. Lett. 133: 298-304 (2020)
- Sofien Dhouib, Ievgen Redko, Tanguy Kerdoncuff, Rémi Emonet, Marc Sebban: A Swiss Army Knife for Minimax Optimal Transport, ICML 2020.
- Tanguy Kerdoncuff, Rémi Emonet, Marc Sebban: Metric Learning in Optimal Transport for Domain Adaptation. IJCAI 2020, 2162-2168
- Valentina Zantedeschi, Rémi Emonet, Marc Sebban: Beta-risk: a New Surrogate Risk for Learning from Weakly Labeled Data. NIPS 2016: 4358-4366
- Aurélien Bellet, Amaury Habrard, Marc Sebban: Metric Learning. Synthesis Lectures on Artificial Intelligence and Machine Learning, Morgan & Claypool Publishers 2015
- Basura Fernando, Amaury Habrard, Marc Sebban, Tinne Tuytelaars: Unsupervised Visual Domain Adaptation Using Subspace Alignment. ICCV 2013: 2960-2967
- Aurélien Bellet, Amaury Habrard, Marc Sebban: Similarity Learning for Provably Accurate Sparse Linear Classification. ICML 2012
- Marc Sebban, Richard Nock: A hybrid filter/wrapper approach of feature selection using information theory. Pattern Recognit. 35(4): 835-846 (2002)
PATENTS
- FRERY, Jordan; HABRARD, Amaury; SEBBAN, Marc; GUELTON, Liyun; CAELEN, Olivier. Detection by machine learning of anomalies in a set of banking transactions by optimization of the average precision. WO/2018/167404. 20.09.2018 (French patent). (Wordline, CNRS, UJM).
FACULTY PROFILE
CURRENT POSITION
Professor
Deputy Director
LABORATORY
Hubert Curien Laboratory (UJM, CNRS, IOGS)
INSTITUTION
Jean Monnet University (UJM)
MANUTECH-SLEIGHT
Leader of the 2nd scientific axis
Co-leader of the MLDM master track
Member of the Scientific Committee
HONORS & AWARDS
- Marc Sebban's supervised PhD students (A. Bellet in 2014 and V. Zantedeschi in 2019) were awarded the best PhD award from the French Association for Artificial Intelligence (AFIA)
- Best-paper awards at the national conference in Machine Learning CAP’09 and CAP’12
- Best-paper award at the international conference ICTAI’2011
- Top 10 best papers of the international conference ECML’2011
RESEARCH INTERESTS
Machine Learning, Metric Learning, Domain Adaptation, Optimal Transport, Statistical Learning, Anomaly detection, Imbalanced Learning