Christian Desrosiers
Christian Desrosiers
B.Ing., M.Ing., Ph.D. (Polytechnique Montréal)
Professeur
Département de génie logiciel et des TI

Articles de revues
 
C. Desrosiers, P. Galinier, P. Hansen, A. Hertz A, "Automated generation of conjectures on forbidden subgraph characterization", to appear in Discrete Applied Mathematics. PDF
C. Desrosiers, P. Galinier, P. Hansen, A. Hertz, "Improving constrained pattern mining with first-fail-based heuristics", Data Mining and Knowledge Discovery, 23(1), pp. 63-90, 2011. PDF
C. Desrosiers, P. Galinier, A. Hertz, S. Paroz, "Using meta-heuristics to find minimal unsatisfiable subformulas in satisfiability problems", Journal of Combinatorial Optimization, 18(2), pp. 124-150, 2008. PDF
C. Desrosiers, P. Galinier, A. Hertz, "Efficient algorithms for finding critical subgraphs", Discrete Applied Mathematics, 156(25), pp. 244-266, 2008. PDF


Chapitres de livres
 
C. Desrosiers, G. Karypis, "A comprehensive survey of neighborhood-based recommendation methods", Handbook on Recommender Systems, Kantor, Ricci, Rokach et Shapira eds., Springer, pp. 107-144, 2011. PDF


Articles de conférences
 
J.P. Morin, C. Desrosiers, L. Duong, "A random-walk approach for multiatlas-based segmentation", to appear in Proceedings of International Conference on Pattern Recognition (ICPR) 2012. PDF
J. Hadida, C. Desrosiers, L. Duong, "Stochastic 3D Motion Compensation of Coronary Arteries from Monoplane Angiograms", to appear in Proceedings of International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2012. PDF
J.P. Morin, C. Desrosiers, L. Duong, "Atlas-based segmentation of brain magnetic resonance imaging using random walks", Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 44-49, 2012. PDF
F. M'hiri, L. Duong, C. Desrosiers, "Combining Laplacian eigenmaps and vesselness filters for vessel segmentation in X-ray angiography", Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 70-75, 2012. PDF
J.P. Morin, C. Desrosiers, L. Duong, "Image segmentation using random-walks on the histogram", Proceedings of SPIE Medical Imaging 2012. PDF
J. Hadida, C. Desrosiers, L. Duong, "Intensity-Based hierarchical clustering in CT-scans: application to interactive segmentation in cardiology", Proceedings of SPIE Medical Imaging 2011. PDF
C. Desrosiers, G. Karypis, "A novel approach to compute similarities and its application to item recommendation", Proceedings of Pacific Rim International Conference on Artificial Intelligence (PRICAI'2010), pp. 39-51, 2010 (best paper award out of 191 submissions). PDF
C. Desrosiers, G. Karypis, "Enhancing link-based similarity through the use of non-numerical labels and prior information", Proceedings of Mining and Learning with Graphs (MLG'10/KDD'10), 2010. PDF
C. Desrosiers, G. Karypis, "Within-network classification using local structure similarity", Proceedings of European Conference on Machine Learning and Knowledge Discovery (ECML/PKDD 2009), pp. 260-275, 2009. PDF
C. Desrosiers, G. Karypis, "Within-network classification using local structure similarity", Proceedings of Mining and Learning with Graphs (MLG'09), 2009. PDF
C. Desrosiers, P. Galinier, P. Hansen, A. Hertz, "Mining graphs to discover new theorems in mathematics", Proceedings of Mining and Learning with Graphs (MLG'09), 2009. PDF
C. Desrosiers, P. Galinier, P. Hansen, A. Hertz, "Improving frequent subgraph mining in the presence of symmetry", Proceedings of Mining and Learning with Graphs (MLG'07), 2007. PDF


Autres contributions
 
C. Desrosiers, "Techniques pour l'exploration de données structurées et pour la découverte de connaissances en théorie des graphes", Doctoral thesis, École Polytechnique de Montréal, 2008. PDF
C. Desrosiers, P. Galinier, P. Hansen, A. Hertz, "Automated generation of conjectures on forbidden subgraph characterization", Technical report G-2007-48, Les cahiers du GÉRAD, 2007. PDF
C. Desrosiers, P. Galinier, P. Hansen, A. Hertz, "SyGMA: reducing symmetry in graph mining", Technical report G-2007-12, Les cahiers du GÉRAD, 2007. PDF
C. Desrosiers, P. Galinier, A. Hertz, S. Paroz, "Using meta-heuristics to find minimal unsatisfiable subformulas in satisfiability problems", Technical report G-2007-08, Les cahiers du GÉRAD, 2007. PDF
C. Desrosiers, P. Galinier, A. Hertz, "Efficient algorithms for finding critical subgraphs", Technical report G-2004-31, Les cahiers du GÉRAD, 2004. PDF
C. Desrosiers, P. Galinier, A. Hertz, "Algorithmes pour obtenir le nombre chromatique de graphes à l'aide de sous-graphes critiques", Journées de l'Optimisation 2004
C. Desrosiers, P. Galinier, A. Hertz, "Détection d'ensembles incohérents irréductibles dans des problèmes de satisfaction de contraintes irréalisables", Journées de l'Optimisation 2003
C. Desrosiers, "Détection d'ensembles incohérents irréductibles dans des problèmes de satisfaction de contraintes irréalisables", Masters thesis, École Polytechnique de Montréal, 2002




Me joindre

Bureau : A-3416
Téléphone : 514 396-8531
Télécopieur : 514 396-8405

christian.desrosiers@etsmtl.ca