MS1 en-us
MS2 Professor
MS3 Professor (f)
MS4 Professor
MS2 Professor
MS3 Professor (f)
MS4 Professor
Carolina Osorio
Professor, Department of Decision Sciences
Contact information
HEC Montréal3000, chemin de la Côte-Sainte-Catherine
Montréal (Québec)
Canada H3T 2A7
Email : carolina.osorio@hec.ca
Phone : 514 340-7138
Secretary: 514 340-6472
Fax : n/a
Office : 4.846
Other title(s)
- Chairholder of the Scale AI Research Chair in Artificial Intelligence for Urban Mobility and Logistics
- Member of the Group for Research in Decision Analysis (GERAD)
- Member of the Interuniversity Research Centre on Enterprise Networks, Logistics and Transportation (CIRRELT)
Education
- Ph.D. (Mathematics), École Polytechnique Fédérale de Lausanne (EPFL)
- M. Sc. (Statistics), University College London (UCL)
- Bachelor (Engineering), École nationale supérieure d'informatique et de mathématiques appliquées de Grenoble (ENSIMAG), Institut National Polytechnique (INP) de Grenoble
Current research
- Forthcoming
This publication selection covers the last five years.
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Journal articles (7)
TAY, Timothy, OSORIO, Carolina;
« A Sampling Strategy for High-Dimensional, Simulation-Based Transportation Optimization Problems »,
Transportation Science, vol. 58, no 5, 2024, p. 947-972.
LU, Jing, OSORIO, Carolina;
« Link transmission model: A formulation with enhanced compute time for large-scale network optimization »,
Transportation Research Part B: Methodological, vol. 185, 2024, p. 1-31.
ZHOU, Tianli, FIELDS, Evan, OSORIO, Carolina;
« A data-driven discrete simulation-based optimization algorithm for car-sharing service design »,
Transportation Research Part B: Methodological, vol. 178, 2023, p. 1-26.
TAY, Timothy, OSORIO, Carolina;
« Bayesian optimization techniques for high-dimensional simulation-based transportation problems »,
Transportation Research Part B: Methodological, vol. 164, 2022, p. 210-243.
LU, Jing, OSORIO, Carolina;
« On the Analytical Probabilistic Modeling of Flow Transmission Across Nodes in Transportation Networks »,
Transportation Research Record : Journal of the Transportation Research Board, vol. 2676, no 12, 2022, p. 209-225.
FIELDS, Evan, OSORIO, Carolina, ZHOU, Tianli;
« A Data-Driven Method for Reconstructing a Distribution from a Truncated Sample with an Application to Inferring Car-Sharing Demand »,
Transportation Science, vol. 55, no 3, 2021, p. 616-636.
OSORIO, Carolina, ATASOY, Bilge;
« Efficient Simulation-Based Toll Optimization for Large-Scale Networks »,
Transportation Science, vol. 55, no 5, 2021, p. 1010-1024.
This selection of supervision activities covers the last five years.
Fall 2024
MATH 60615A
MATH 80618A
Fall 2023
MATH 60615A
Fall 2022
MATH 60615A