Antoine Legrain

Member, GERAD

Associate Professor, Department of Mathematical and Industrial Engineering , Polytechnique Montréal

antoine.legrain@polymtl.ca

Phone: 514 340-4086 x4568

Other titles and affiliations

Apr 2019 – May 2023

Assistant Professor, Department of Mathematics and Industrial Engineering, Polytechnique Montréal

Education

Jun 2009 – Dec 2011

Master's degree , Modèle stochastiques d'estimation de la demande en personnel

Polytechnique Montréal, François Soumis, director

Research Axes

Axis 2: Decision support made in complex systems
Axis 4: Real-time decision support

Research Applications

Smart logistics (schedule design, supply chains, logistics, manufacturing systems)
Health

Publications

May 2025

A systematic review of data privacy in Mobility as a Service (MaaS)

Zineb Garroussi, Antoine Legrain, Sébastien Gambs, Vincent Gautrais, and Brunilde Sansò

Transportation Research Interdisciplinary Perspectives, 31, Paper no: 101254, 2025 BibTeX reference

Jan 2025

An Imitation-Based Learning Approach Using DAgger for the Casual Employee Call Timing Problem

Prakash Gawas, Antoine Legrain, and Louis-Martin Rousseau

Learning and Intelligent Optimization. LION 2024, Springer, Cham, Naples, Italy, 153–168, 2025 BibTeX reference

Jan 2025

Data Driven Synchronization Strategies Of A Bus Line In A Transit Network

Laura Kolcheva, Antoine Legrain, and Martin Trépanier

Transportation Research Procedia, World Conference on Transport Research - WCTR 2023, 82, Montréal, Canada, 3333–3351, 2025 BibTeX reference

17 publications

News

Doctoral thesis proposal of Prakash Gawas - May 16, 10h00

Apr 30, 2025

Title: NOTIFICATION TIMING FOR ON-DEMAND PERSONNEL SCHEDULING - COMPLEXITY AND IMITATION LEARNING APPROACH

Master's Thesis Defence of Elmehdi Mehiri - February 24, 13h30

Feb 24, 2025

Title: Problème d'optimisation d'un système de transport à la demande sur multiple gares

Two students honored during the 2024 CORS Conference

Jun 12, 2024

During the 2024 CORS Conference, held in Edmonton from June 9 to 11, Laura Kolcheva (PhD Student at Polytechnique Montréal) won the Gilbert Laporte Student Paper Award for "Online Stochastic Optimization for Real-Time Transfer Synchronization in Public Transportation Networks".

Xin Wang (PhD Student at HEC Montréal) received an honorable mention for "Crowdkeeping in Last-Mile Delivery".

9 news

Events

Apr 29, 202401:30 PM — 06:30 PM

Symposium « Anonymisation des données »

Conference

Salle multifonctionnelle [A-3421]

Oct 25, 202311:00 AM — 12:00 PM

Personalized shift scheduling problems: from modelling to efficient resolution

“Meet a GERAD researcher!” seminar
Antoine Legrain – Associate Professor, Department of Mathematical and Industrial Engineering , Polytechnique Montréal

Hybrid activity at GERAD

May 8, 202311:00 AM — 12:00 PM

Operational challenges in integrated mobility systems

DS4DM Coffee Talk
Antoine Legrain – Assistant Professor, Department of Mathematics and Industrial Engineering, Polytechnique Montréal

Canada Excellence Research Chair in Data Science for Real-Time Decision-Making

Hybrid activity at GERAD

6 activities