Christian Desrosiers
Professor
I am working, since 2009, as assistant professor in the Software and IT Engineering department at ÉTS. Before joining the departement, I was a postdoctoral research assistant at the University of Minnesota, under the supervision of professor George Karypis. I obtained my Ph.D. in applied mathematics at École Polytechnique de Montréal, in 2008.
My main areas of research are data mining, machine learning, biomedical imaging, recommender systems and business intelligence.
Research interests:
- Information and Communications Technologies
Research areas:
- Data mining
- Machine learning
- Item recommendation
- Graph theory
- Combinatorial Optimization
+ Original articles in refereed journals and books chapters
«Determining regional brain growth in premature and mature infants in relation to age at MRI using deep neural networks»Beizaee, Farzad, Bona, Michele, Desrosiers, Christian, Dolz, Jose and Lodygensky, Gregory.” |
«Active learning for medical image segmentation with stochastic batches»Gaillochet, Mélanie, Desrosiers, Christian and Lombaert, Hervé.” |
«Learning joint surface reconstruction and segmentation, from brain images to cortical surface parcellation»Gopinath, Karthik, Desrosiers, Christian and Lombaert, Herve.” |
«Forecasting lightpath quality of transmission and implementing uncertainty in the forecast models»Yousefi, Somaiieh, Chouman, Hussein, Djukic, Petar, Golaghazadeh, Firouzeh, Tremblay, Christine and Desrosiers, Christian.” |
«Shape-aware joint distribution alignment for cross-domain image segmentation»Wang, Ping, Peng, Jizong, Pedersoli, Marco, Zhou, Yuan-Feng, Zhang, Cai-Ming and Desrosiers, Christian.” |
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+ Papers in refereed conference proceedings
«Mixup-privacy: A simple yet\xa0effective approach for\xa0privacy-preserving segmentation»Kim, Bach Ngoc, Dolz, Jose, Jodoin, Pierre-Marc and Desrosiers, Christian.” |
«Detection and root cause analysis of performance degradation in optical networks using machine learning»Tremblay, Christine, Mahmoudialami, Ali, Ngani Sigue, Philippe Alain, Pei, Yinqing, Côté, David, Boertjes, David, Demeter, Dacian and Desrosiers, Christian.” |
«Harmonizing flows: Unsupervised MR harmonization based on\xa0normalizing flows»Beizaee, Farzad, Desrosiers, Christian, Lodygensky, Gregory A. and Dolz, Jose.” |
«Camera alignment and weighted contrastive learning for domain adaptation in video person ReID»Mekhazni, Djebril, Dufau, Maximilien, Desrosiers, Christian, Pedersoli, Marco and Granger, Eric.” |
«TTTFlow: Unsupervised Test-Time Training with Normalizing Flow»Osowiechi, David, Vargas Hakim, Gustavo A., Noori, Mehrdad, Cheraghalikhani, Milad, Ayed, Ismail Ben and Desrosiers, Christian.” |
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Christian
Desrosiers
Research & Innovation
Contact Us
Pavillon Principal (A)
1100, rue Notre-Dame Ouest
Montréal, QC, H3C 1K3
Room A-3600
Tel.: +1 (514) 396-8650
E-Mail: eric.granger@etsmtl.ca