@article{chabot24testing,
  author = {F. Chabot and N. Saunier and G. Boisjoly},
  title = {Testing a new mobile application to study public spaces},
  journal = {Urban Findings},
  year = {2024},
  note = {Accepted}
}

@inproceedings{chen24trb,
  author = {X. Chen and Z. Cheng and C. Zhang and L. Sun and N. Saunier},
  title = {Memory-Efficient Hankel Tensor Factorization for Extreme Missing Traffic Data Imputation},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2024},
  note = {TRBAM-24-03529}
}

@inproceedings{liu24trb,
  author = {Q. Liu and N. Saunier and G.A. Bilodeau},
  title = {How Good Are Deep Learning Methods for Automated Road Safety Analysis Using Video Data? An Experimental Study},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2024},
  note = {TRBAM-24-01372}
}

@inproceedings{neven24trb,
  author = {G. Neven and A. Genser and L. Sun and L. Ambühl and N. Saunier},
  title = {Short-Term Traffic Forecasting Using Temporal Fusion Transformers: A Case Study of the St-Gotthard Tunnel},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2024},
  note = {TRBAM-24-02294}
}

@inproceedings{yan24trb,
  author = {Z. Yan and L. Yue and N. Saunier and J. Sun},
  title = {Investigating and Modeling Motorized and Non-Motorized Interaction Behavior in Shared Spaces of Intersections},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2024},
  note = {TRBAM-24-06090}
}

@techreport{chabot24evep,
  author = {F. Chabot and N. Saunier and J. Voyer and L. Leprêtre},
  title = {Étude de la vie dans les espaces publics (ÉVEP) du parc Jean-Drapeau},
  school = {Polytechnique Montreal},
  year = {2024}
}

@article{chen23discovering,
  author = {X. Chen and C. Zhang and X. Chen and N. Saunier and L. Sun},
  title = {Discovering Dynamic Patterns from Spatiotemporal Data with Time-Varying Low-Rank Autoregression},
  journal = {IEEE Transactions on Knowledge and Data Engineering},
  year = {2023},
  note = {Available as arXiv:2211.15482},
  url = {https://arxiv.org/abs/2211.15482},
  doi = {10.1109/TKDE.2023.3294440}
}

@article{do23pcs,
  author = {W. Do and N. Saunier and L. F. Miranda-Moreno},
  title = {An empirical analysis of the effect of pedestrian-signal countdown timer on driver behavior at signalized intersections},
  journal = {Accident Analysis & Prevention},
  year = {2023},
  volume = {180},
  note = {Presented at the 2023 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.aap.2022.106906}
}

@inproceedings{amiri23modeling,
  author = {S. Amiri and J. Goulet and M. Trépanier and C. Morency and N. Saunier},
  title = {Modeling Transportation Time Series using Bayesian Dynamic Linear Models},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@inproceedings{blache23sumo,
  author = {H. Blache and N. Saunier},
  title = {Is It Possible to Automatically Generate a Large Scale Metropolitan Traffic Model? Evidence from a built for the study of intelligent transportation applications in Montreal},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@inproceedings{chen23laplacian,
  author = {X. Chen and Z. Cheng and N. Saunier and L. Sun},
  title = {Laplacian Convolutional Representation for Traffic Time Series Imputation},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@inproceedings{chen23nonstationary,
  author = {X. Chen and C. Zhang and L. Sun and N. Saunier},
  title = {Nonstationary Temporal Matrix Factorization for Sparse Traffic Time Series Forecasting},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2023},
  note = {23-01696. Available as arXiv:2203.10651},
  url = {https://arxiv.org/abs/2203.10651}
}

@inproceedings{do23pcs-trb,
  author = {W. Do and N. Saunier and L. F. Miranda-Moreno},
  title = {An empirical analysis of the effect of pedestrian-signal countdown timer on driver behavior at signalized intersections},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2023},
  note = {23-04369}
}

@inproceedings{do23trb,
  author = {W. Do and N. Saunier and L. F. Miranda-Moreno},
  title = {Evaluation of Conventional Safety Indicators for Connected and Automated Vehicles in Car Following at Signalized Intersections},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2023},
  note = {23-04369}
}

@inproceedings{lamghari23transformer,
  author = {S. Lamghari and G.-A. Bilodeau and N. Saunier},
  title = {Transformer-based Human Action Recognition with Dynamic Feature Selection},
  booktitle = {Conference on Robots and Vision},
  year = {2023}
}

@inproceedings{miah23multiobject,
  author = {M. Miah and G.-A. Bilodeau and N. Saunier},
  title = {Multi-Object Tracking and Segmentation with a Space-Time Memory Network},
  booktitle = {Conference on Robots and Vision},
  year = {2023},
  note = {Available as arXiv:2110.11284},
  url = {https://arxiv.org/abs/2110.11284}
}

@inproceedings{nabavi-niaki23cycling,
  author = {M. Nabavi Niaki and J.-S. Bourdeau and L.F. Miranda-Moreno and N. Saunier},
  title = {Cycling Network Discontinuities as Indicators for Performance Evaluation: Case Study in Four Cities},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@inproceedings{sheikhmohammadzadeh23case-study,
  author = {A. SheikhMohammadZadeh and N. Saunier and E.O.D. Waygood},
  title = {A New Methodology for the Evaluation of Street Functions Using Video Data: A Case Study on Speed Humps in Montreal},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@inproceedings{stipancic23evaluating,
  author = {J. Stipancic and N. Saunier and N. Navidi and E. Bellemare-Racine and L. F. Miranda-Moreno and A. Labbe},
  title = {Evaluating Map Matching Algorithms for Smartphone GNSS Data: Matching Vehicle Trajectories to an Urban Road Network},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@inproceedings{toulouse23cyclist,
  author = {C. Toulouse and N. Saunier and M.-S. Cloutier},
  title = {Cyclist Overtaking Safety Study Using Video Data},
  booktitle = {Proceedings of the World Conference on Transportation Research (WCTR)},
  year = {2023}
}

@techreport{audet23vehicules-automatises,
  author = {O. Audet and R. Marcouiller and J.-F. Barsoum and N. Saunier and J. Leornard and K. Machabée and J. Tréhel},
  title = {Les véhicules automatisés 2.0 : Au-delà des véhicules individuels et des navettes},
  school = {AQTr},
  year = {2023},
  url = {https://aqtr.com/association/actualites/vehicules-automatises-20-dela-vehicules-individuels-navettes}
}

@article{beauchamp22study-trpc,
  author = {É. Beauchamp and N. Saunier and M.-S. Cloutier},
  title = {Study of Automated Shuttle Interactions in City Traffic Using Surrogate Measures of Safety},
  journal = {Transportation Research Part C: Emerging Technologies},
  year = {2022},
  volume = {135},
  pages = {103465},
  doi = {10.1016/j.trc.2021.103465}
}

@article{chen22low-rank,
  author = {X. Chen and M. Lei and N. Saunier and L. Sun},
  title = {Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation},
  journal = {IEEE Transactions on Intelligent Transportation Systems},
  year = {2022},
  volume = {23},
  number = {8},
  pages = {12301-12310},
  note = {Available as arXiv:2104.14936},
  url = {https://arxiv.org/abs/2104.14936},
  doi = {10.1109/TITS.2021.3113608}
}

@article{do22safety-trr,
  author = {W. Do and N. Saunier and L. F. Miranda-Moreno},
  title = {Safety Benefits of Automated Speed Advisory Systems at Signalized Intersections},
  journal = {Transportation Research Record},
  year = {2022},
  volume = {2277},
  number = {3},
  pages = {551–564},
  note = {Presented at the 2022 Transportation Research Board Annual Meeting},
  doi = {10.1177/03611981221115725}
}

@article{ledezma-navarro22stop-signs-aap,
  author = {B. Ledezma-Navarro and L. F. Miranda-Moreno and N. Saunier and T. Fu and A. Labbe},
  title = {Do Stop-Signs Improve Safety For All Road Users? A Before-After Study On Stop-Controlled Intersections Using Video Trajectory And Surrogate Methods},
  journal = {Accident Analysis & Prevention},
  year = {2022},
  volume = {167},
  pages = {106563},
  note = {Presented at the 2020 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.aap.2021.106563}
}

@article{sheikhmohammadzadeh22framework,
  author = {A. SheikhMohammadZadeh and N. Saunier and E.O.D. Waygood},
  title = {Developing an Objective Framework to Evaluate Street Functions},
  journal = {Sustainability},
  year = {2022},
  volume = {14},
  number = {12},
  url = {https://www.mdpi.com/2071-1050/14/12/7184},
  doi = {10.3390/su14127184}
}

@inproceedings{chabot22btr,
  author = {F. Chabot and N. Saunier and G. Boisjoly},
  title = {Developing and testing a mobile application to observe activities in public spaces: Results of a case study in Montreal, Canada},
  booktitle = {Bridging Transportation Researchers (BTR) Conference},
  year = {2022}
}

@inproceedings{choi22spatiotemporal,
  author = {S. Choi and N. Saunier and M. Trepanier and L. Sun},
  title = {Spatiotemporal Residual Regularization with Kronecker Product Structure for Traffic Forecasting},
  booktitle = {NeurIPS Workshop on Gaussian Processes, Spatiotemporal Modeling, and Decision-making Systems},
  year = {2022},
  note = {Available as arXiv:2212.06653},
  url = {https://arxiv.org/abs/2212.06653}
}

@inproceedings{do22trb,
  author = {W. Do and N. Saunier and L. F. Miranda-Moreno},
  title = {The Safety Benefits of Automated Speed Advisory Systems at Signalized Intersections},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2022},
  note = {22-04208}
}

@inproceedings{dominguez22trb,
  author = {A. Dominguez and N. Saunier and C. Alcaraz and R. Al Mallah and J. M. Fernandez},
  title = {Reinforcement-Learning-Based Attack on Adaptive Traffic Control Systems},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2022},
  note = {22-03444}
}

@inproceedings{garcia22anomaly,
  author = {P. Garcia and B. Agard and N. Saunier},
  title = {Anomaly detection method applied to vehicle monitoring},
  booktitle = {10th IFAC triennial conference on Manufacturing Modelling, Management and Control (MIM 2022)},
  year = {2022},
  volume = {55},
  number = {10},
  pages = {3064-3069},
  doi = {10.1016/j.ifacol.2022.10.199}
}

@inproceedings{huotorellana22shuttles,
  author = {A. Huot-Orellana and N. Saunier},
  title = {Automated Shuttles as Traffic Calming: Evidence from a Pilot Study in City Traffic},
  booktitle = {International Cycling Safety Conference},
  year = {2022},
  pages = {226-228},
  doi = {10.25368/2022.368}
}

@inproceedings{lamghari22actar,
  author = {S. Lamghari and G.-A. Bilodeau and N. Saunier},
  title = {ActAR: Actor-Driven Pose Embeddings for Video Action Recognition},
  booktitle = {IEEE Workshop on Perception Beyond the Visible Spectrum (PBVS)},
  year = {2022},
  note = {Available as arXiv:2204.08671},
  url = {https://openaccess.thecvf.com/content/CVPR2022W/PBVS/html/Lamghari_ActAR_Actor-Driven_Pose_Embeddings_for_Video_Action_Recognition_CVPRW_2022_paper.html}
}

@inproceedings{moliner22simulations,
  author = {M. Moliner and N. Saunier and F. Ciari},
  title = {Simulations of different scenarios of the use of autonomous vehicles with a multi-agent model},
  booktitle = {10th symposium of the European Association for Research in Transportation (hEART)},
  year = {2022},
  note = {Also presented at the MATSim User Meeting 2022}
}

@inproceedings{saunier22cyclist-pedestrian,
  author = {N. Saunier and F.-Z. Dahak},
  title = {Cyclist-Pedestrian Cohabitation in Seasonal Pedestrian Streets},
  booktitle = {International Cycling Safety Conference},
  year = {2022},
  pages = {211-213},
  doi = {10.25368/2022.368}
}

@inproceedings{sheikhmohammadzadeh22street-use,
  author = {A. SheikhMohammadZadeh and N. Saunier and E.O.D. Waygood},
  title = {Street use: An all-users, all-uses framework},
  booktitle = {Urban Transitions},
  year = {2022}
}

@inproceedings{tkiouat22attention,
  author = {Z. Tkiouat and É. Labonté-Lemoyne and R. Titah and N. Saunier and P.-M. Léger and S. Sénécal},
  title = {Attention And Human AI Collaboration, The Context of Automated Vehicles},
  booktitle = {24th International Conference on Human-Computer Interaction (HCII2022): The 2nd Annual Workshop on Human-Centered Artificial Intelligence (HCAI)},
  year = {2022},
  doi = {10.1007/978-3-031-19682-9_89}
}

@techreport{bruneau22candiac,
  author = {J.-F. Bruneau and J. Hugonnier and A. Philippe and F. Paulhiac and N. Saunier and M. Trépanier},
  title = {Étude de faisabilité pour intégrer une navette autonome au projet du TOD de la gare de Candiac},
  school = {UQàM et Polytechnique Montréal},
  year = {2022}
}

@techreport{chen22nonstationary-multivariate,
  author = {X. Chen and C. Zhang and X.-L. Zhao and N. Saunier and L. Sun},
  title = {Nonstationary Temporal Matrix Factorization for Multivariate Time Series Forecasting},
  publisher = {arXiv},
  school = {Polytechnique Montreal},
  year = {2022},
  url = {https://arxiv.org/abs/2203.10651},
  doi = {10.48550/ARXIV.2203.10651}
}

@techreport{cloutier22cohabitation,
  author = {M.-S. Cloutier and F. Ciari and N. Saunier and E.O.D. Waygood},
  title = {Cohabitation cyclistes-piétons sur les rues piétonnes Projet-pilote sur l’avenue du Mont-Royal et la rue Wellington},
  school = {INRS},
  year = {2022},
  url = {https://espace.inrs.ca/id/eprint/12600/}
}

@techreport{cloutier22irsst,
  author = {M.-S. Cloutier and S. Godillon and D. Lafond and A. Marois and N. Saunier and F. Vachon},
  title = {Accident de la route au travail: qu’en est-il des travailleurs piétons?},
  school = {Institut de recherche Robert-Sauvé en santé et en sécurité du travail (IRSST)},
  year = {2022},
  url = {https://www.irsst.qc.ca/publications-et-outils/publication/i/101135}
}

@techreport{morency22oscar,
  author = {C. Morency and M. Trépanier and N. Saunier and J. Cheng and P.-L. Bourbonnais and J.-S. Bourdeau and B. Milord and H. Verreault and A. Viallard and N. Sharbatdar and Y. Lamine},
  title = {Développement et déploiement de l'outil OSC2AR pour le suivi et l'analyse des conditions de circulation sur le réseau routier},
  school = {Polytechnique Montréal},
  year = {2022}
}

@techreport{ouimet22rrsr,
  author = {M.C. Ouimet and F. Bellavance and M.-S. Cloutier and L. Corado and M. Lavallière and Luis F. Miranda-Moreno and N. Saunier},
  title = {Réseau de recherche en sécuité routière du Québec : Rapport d'activités 2021-2022},
  school = {Université de Sherbrooke},
  year = {2022}
}

@article{chen21scalable,
  author = {X. Chen and Y. Chen and N. Saunier and L. Sun},
  title = {Scalable Low-Rank Tensor Learning for Spatiotemporal Traffic Data Imputation},
  journal = {Transportation Research Part C: Emerging Technologies},
  year = {2021},
  volume = {129},
  note = {Available as arXiv:2008.03194},
  url = {https://arxiv.org/abs/2008.03194},
  doi = {10.1016/j.trc.2021.103226}
}

@article{perreault21ffavod,
  author = {H. Perreault and G.-A. Bilodeau and N. Saunier and M. Héritier},
  title = {FFAVOD: Feature Fusion Architecture for Video Object Detection},
  journal = {Pattern Recognition Letters},
  year = {2021},
  volume = {151},
  pages = {294-301},
  note = {Available as arXiv:2109.07298},
  url = {https://arxiv.org/abs/2109.07298},
  doi = {10.1016/j.patrec.2021.09.002}
}

@article{stipancic21evaluating,
  author = {J. Stipancic and P. St-Aubin and B. Ledezma-Navarro and A. Labbe and N. Saunier and L. F. Miranda-Moreno},
  title = {Evaluating Safety-Influencing Factors at Stop-Controlled Intersections using Automated Video Analysis},
  journal = {Journal of Safety Research},
  year = {2021},
  volume = {77},
  pages = {311-323},
  note = {Presented at the 2019 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.jsr.2021.03.006}
}

@article{stipancic21massive,
  author = {J. Stipancic and E. Bellemare-Racine and A. Labbe and N. Saunier and L. F. Miranda-Moreno},
  title = {Massive GNSS Data for Road Safety Analysis: Comparing Crash Models for Several Canadian Cities And Data Sources},
  journal = {Accident Analysis & Prevention},
  year = {2021},
  volume = {159},
  note = {Presented at the 2020 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.aap.2021.106232}
}

@incollection{saunier21surrogate,
  author = {N. Saunier and A. Laureshyn},
  editor = {R. Vickerman},
  title = {Surrogate Measures of Safety},
  booktitle = {International Encyclopedia of Transportation},
  publisher = {Elsevier},
  year = {2021},
  volume = {2},
  pages = {662-667},
  doi = {10.1016/B978-0-08-102671-7.10197-6}
}

@inproceedings{beauchamp21study,
  author = {É. Beauchamp and N. Saunier and M.S. Cloutier},
  title = {Study of Automated Shuttle Interactions in City Traffic Using Surrogate Measures of Safety},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2021},
  note = {21-01851}
}

@inproceedings{faure21polytrack,
  author = {G. Faure and H. Perreault and G.-A. Bilodeau and N. Saunier},
  title = {PolyTrack: Tracking with Bounding Polygons},
  booktitle = {NeurIPS 2021 Machine Learning for Autonomous Driving Workshop},
  year = {2021},
  note = {Available as arXiv:2111.01606},
  url = {https://ml4ad.github.io/files/papers2021/PolyTrack:%20Tracking%20with%20Bounding%20Polygons.pdf}
}

@inproceedings{lamghari20grid,
  author = {S. Lamghari and G.-A. Bilodeau and N. Saunier},
  title = {A Grid-based Representation for Human Action Recognition},
  booktitle = {25th International Conference on Pattern Recognition (ICPR)},
  year = {2021},
  note = {Available as arxiv:2010.08841},
  url = {https://arxiv.org/abs/2010.08841}
}

@inproceedings{ledezma-navarro21cyclist,
  author = {B. Ledezma-Navarro and L. F. Miranda-Moreno and N. Saunier},
  title = {Cyclist Behaviour Towards Stop Signs. A Before-After Study on Stop-Controlled Intersections Using Video Trajectory and Surrogate Methods},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2021},
  note = {21-04453}
}

@inproceedings{miah21mentos,
  author = {M. Miah and N. Saunier and G.-A. Bilodeau},
  title = {MeNToS: Tracklets Association with a Space-Time Memory Network},
  booktitle = {Robust Video Scene Understanding: Tracking and Video Segmentation (CVPR Workshop RVSU)},
  year = {2021},
  note = {Available as arXiv:2107.07067},
  url = {https://omnomnom.vision.rwth-aachen.de/data/RobMOTS/workshop/challenge/4th/}
}

@inproceedings{moliner21btr,
  author = {M. Moliner and N. Saunier and F. Ciari},
  title = {An Ontology of Indicators to Evaluate the Performance of Innovative Modes},
  booktitle = {Bridging Transportation Researchers (BTR) Conference},
  year = {2021}
}

@inproceedings{perreault21iccv,
  author = {H. Perreault and G.-A. Bilodeau and N. Saunier and M. Heritier},
  title = {CenterPoly: Real-Time Instance Segmentation Using Bounding Polygons},
  booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops},
  year = {2021},
  pages = {2982-2991},
  note = {Presented in the 2nd Autonomous Vehicle Vision (AVVision) Workshop. Available as arXiv:2108.08923},
  url = {https://openaccess.thecvf.com/content/ICCV2021W/AVVision/html/Perreault_CenterPoly_Real-Time_Instance_Segmentation_Using_Bounding_Polygons_ICCVW_2021_paper.html}
}

@techreport{boucaud21soft,
  author = {L. Boucaud and N. Saunier and D. Aloise},
  title = {Soft Attention: Does it Actually Help to Learn Social Interactions in Pedestrian Trajectory Prediction?},
  school = {Polytechnique Montreal},
  year = {2021},
  url = {https://arxiv.org/abs/2106.15321}
}

@techreport{miah21arxiv-wacv,
  author = {M. Miah and N. Saunier and G.-A. Bilodeau},
  title = {Multi-Object Tracking and Segmentation with a Space-Time Memory Network},
  school = {Polytechnique Montreal},
  year = {2021},
  url = {https://arxiv.org/abs/2110.11284}
}

@techreport{moliner21etat,
  author = {M. Moliner and F. Ciari and N. Saunier},
  title = {État de l'art sur les indicateurs de performance des mobilités innovantes},
  school = {Polytechnique Montréal},
  year = {2021},
  note = {71 pp. Réalisé pour le compte de GeoTwin}
}

@techreport{moliner21ontologie,
  author = {M. Moliner and F. Ciari and N. Saunier},
  title = {Une Ontologie des Indicateurs de Performance des Mobilités Innovantes},
  school = {Polytechnique Montréal},
  year = {2021},
  note = {43 pp. Réalisé pour le compte de GeoTwin}
}

@techreport{ouimet21global,
  author = {M.C. Ouimet and T.G. Brown and M.S. Cloutier and I. Gélinas and J. Joseph and M. Lavallière and A. Mamri and P.A. Martinez Diaz and J.I. Nazif-Muñoz and N. Saunier and S.K. Uprajhiya and E.F. Vallières},
  title = {The Global Plan of Action for the 2021- 2030 Decade of Action for Road Safety consultation: Response by members of the Réseau de recherche en sécurité routière du Québec (Canada)},
  school = {RRSR},
  year = {2021},
  note = {12 p.},
  url = {https://rrsr.ca/system/resources/assets/312/Global_Plan_of_Action_2021-2030_Consultation_RRSR_2021-05-28.pdf}
}

@techreport{rezaie21trajectory,
  author = {M. Rezaie and N. Saunier},
  title = {Trajectory Clustering Performance Evaluation: If we know the answer, it's not clustering},
  school = {Polytechnique Montreal},
  year = {2021},
  url = {http://arxiv.org/abs/2112.01570}
}

@article{beauchamp20validation-aqtr,
  author = {É. Beauchamp and N. Saunier and H. Alizadeh Aliabadi and M. Nazem},
  title = {Validation des technologies de comptages des véhicules à l'entrée d'un stationnement},
  journal = {Routes et Transports},
  year = {2020},
  volume = {49},
  number = {1},
  pages = {24-30},
  url = {https://aqtr.com/system/files/file_manager/aqtr-2020_routes-transports_printemps-final-compresse-sticker-2.pdf}
}

@article{chabin20comparative,
  author = {V. Chabin and N. Saunier},
  title = {Should I bike or should I drive? Comparative analysis of travel speeds in Montreal},
  journal = {Transport Findings},
  year = {2020},
  doi = {10.32866/001c.11900}
}

@article{toulouse20speed,
  author = {C. Toulouse and S. Amiri and M.-S. Cloutier and N. Saunier},
  title = {Speed Limit Changes and Driver Behaviour: A Spatial Lag Model},
  journal = {Transport Findings},
  year = {2020},
  doi = {10.32866/001c.17408}
}

@inbook{pelletier20privacy,
  author = {M. Pelletier and N. Saunier and J. Le Ny},
  editor = {F. Farokhi},
  title = {Privacy in Dynamical Systems},
  publisher = {Springer Singapore},
  year = {2020},
  pages = {131-155},
  doi = {10.1007/978-981-15-0493-8_7}
}

@inproceedings{ledezma-navarro20stop-signs,
  author = {B. Ledezma-Navarro and L. F. Miranda-Moreno and N. Saunier and T. Fu and A. Labbe},
  title = {Do Stop-Signs Improve Safety For All Road Users? A Before-After Study On Stop-Controlled Intersections Using Video Trajectory And Surrogate Methods},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2020},
  note = {20-03499}
}

@inproceedings{miah20empirical,
  author = {M. Miah and J. Pepin and N. Saunier and G.-A. Bilodeau},
  title = {An Empirical Analysis of Visual Features for Multiple Object Tracking in Urban Scenes},
  booktitle = {25th International Conference on Pattern Recognition (ICPR)},
  year = {2020},
  note = {Available as arxiv:2010.07881},
  url = {https://arxiv.org/abs/2010.07881}
}

@inproceedings{nebot-janvier20minimal,
  author = {L. Nébot Janvier and N. Saunier},
  title = {An Open-Source Minimal Micro-Simulation Tool for Safety Analysis},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2020},
  note = {20-06071}
}

@inproceedings{ooi20supervised,
  author = {H.-L. Ooi and G.-A. Bilodeau and N. Saunier},
  editor = {A. Campilho and F. Karray and Z. Wang},
  title = {Supervised and Unsupervised Detections for Multiple Object Tracking in Traffic Scenes: A Comparative Study},
  booktitle = {17^th International Conference on Image Analysis and Recognition},
  publisher = {Springer International Publishing},
  year = {2020},
  pages = {42-55},
  note = {Available as arxiv:2003.13644},
  url = {https://arxiv.org/abs/2003.13644},
  doi = {10.1007/978-3-030-50347-5_4}
}

@inproceedings{perreault20rnvid-iciar,
  author = {H. Perreault and M. Héritier and P. Gravel and G.-A. Bilodeau and N. Saunier},
  editor = {A. Campilho and F. Karray and Z. Wang},
  title = {RN-VID: A Feature Fusion Architecture for Video Object Detection},
  booktitle = {17^th International Conference on Image Analysis and Recognition},
  publisher = {Springer International Publishing},
  year = {2020},
  pages = {125-138},
  note = {Springer Best Paper Awards},
  url = {https://arxiv.org/abs/2003.10898},
  doi = {10.1007/978-3-030-50347-5_12}
}

@inproceedings{perreault20spotnet-crv,
  author = {H. Perreault and G.-A. Bilodeau and N. Saunier and M. Héritier},
  title = {SpotNet: Self-Attention Multi-Task Network for Object Detection},
  booktitle = {Canadian Conference on Computer and Robot Vision},
  year = {2020},
  url = {https://arxiv.org/abs/2002.05540},
  doi = {10.1109/CRV50864.2020.00038}
}

@inproceedings{stipancic20relating,
  author = {J. Stipancic and E. Bellemare-Racine and A. Labbe and N. Saunier and L. F. Miranda-Moreno},
  title = {Relating Traffic Flow to Crashes Using Massive GPS Data: Smartphones and Usage-Based Insurance Data Agree},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2020},
  note = {20-01391}
}

@techreport{beauchamp20validation,
  author = {É. Beauchamp and N. Saunier},
  title = {Validation des technologies de comptages des véhicules à l'entrée d'un stationnement},
  school = {exo (Réseau de Transport Métropolitain)},
  year = {2020}
}

@techreport{jain20autocamera,
  author = {A.G. Jain and N. Saunier},
  title = {Autocamera Calibration for Traffic Surveillance Cameras with Wide Angle Lenses},
  school = {Polytechnique Montréal},
  year = {2020},
  url = {https://arxiv.org/abs/2001.07243}
}

@techreport{ouimet20etat,
  author = {M. C. Ouimet and M.-S. Cloutier and J. I. Nazif-Muñoz and M. Lavallière and N. Saunier and L. Corado and T. G. Brown},
  title = {État de la recherche sur les propositions du projet de loi no 165 sur les jeunes conducteurs et passagers, la distraction, la conduite avec les capacités affaiblies, les piétons et les véhicules autonomes},
  school = {Réseau de recherche en sécurité routière du Québec},
  year = {2020},
  note = {59 pp.},
  url = {https://www.bibliotheque.assnat.qc.ca/DepotNumerique_v2/AffichageFichier.aspx?idf=190638}
}

@techreport{perreault20rnvid,
  author = {H. Perreault and M. Héritier and P. Gravel and G.-A. Bilodeau and N. Saunier},
  title = {RN-VID: A Feature Fusion Architecture for Video Object Detection},
  school = {Polytechnique Montréal},
  year = {2020},
  url = {https://arxiv.org/abs/2003.10898}
}

@techreport{perreault20spotnet,
  author = {Hughes Perreault and Guillaume-Alexandre Bilodeau and Nicolas Saunier and Maguelonne Héritier},
  title = {SpotNet: Self-Attention Multi-Task Network for Object Detection},
  school = {Polytechnique Montréal},
  year = {2020},
  url = {https://arxiv.org/abs/2002.05540}
}

@article{alizadeh-aliabadi19frequent-trf,
  author = {H. Alizadeh Aliabadi and B. Farooq and C. Morency and N. Saunier},
  title = {Frequent Versus Occasional Drivers: A Hybrid Route Choice Model},
  journal = {Transportation Research Part F: Traffic Psychology and Behaviour},
  year = {2019},
  volume = {64},
  pages = {171-183},
  note = {Presented at the 2018 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.trf.2019.05.009}
}

@article{cloutier19environnement,
  author = {M.-S. Cloutier and R. Séguin and N. Saunier},
  title = {Environnement routier et blessés cyclistes résultants d'une collision avec un véhicule: quels facteurs de risque dans un milieu régional faiblement densifié?},
  journal = {Cybergeo: European Journal of Geography},
  year = {2019},
  number = {893},
  doi = {10.4000/cybergeo.32087}
}

@article{fu19investigating-trc,
  author = {T. Fu and W. Hu and N. Saunier and L. F. Miranda-Moreno},
  title = {Investigating Secondary Pedestrian-vehicle Interactions at Non-signalized Intersections using Vision-based Trajectory Data},
  journal = {Transportation Research Part C: Emerging Technologies},
  year = {2019},
  volume = {105},
  pages = {222-240},
  note = {Third place winner of the RRSR Student Poster Award. Presented at the 2019 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.trc.2019.06.001}
}

@article{marois19safety-trip,
  author = {A. Marois and M.-S. Cloutier and N. Saunier and S. Godillon and D. Lafond and F. Vachon},
  title = {Safety, stress and work zone complexity: A field study on police officers performing on-foot traffic control},
  journal = {Transportation Research Interdisciplinary Perspectives},
  year = {2019},
  volume = {1},
  note = {Presented at the 2019 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.trip.2019.100018}
}

@article{nabavi-niaki19safe-move-aap,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno},
  title = {Is that Move Safe? Case Study of Cyclist Movements at Intersections with Cycling Discontinuities},
  journal = {Accident Analysis & Prevention},
  year = {2019},
  volume = {131},
  pages = {239-247},
  note = {Second prize of the 2020 RRSR student journal paper competition. Presented at the 2019 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.aap.2019.07.006}
}

@article{stipancic18network-aap,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier and A. Labbe},
  title = {Network Screening for Large Urban Road Networks: Using GPS Data and Surrogate Measures to Model Crash Frequency and Severity},
  journal = {Accident Analysis & Prevention},
  year = {2019},
  volume = {125},
  pages = {290-301},
  doi = {10.1016/j.aap.2019.02.016}
}

@article{stipancic19measuring,
  author = {J. Stipancic and L. F. Miranda-Moreno and A. Labbe and N. Saunier},
  title = {Measuring and Visualizing Space-Time Congestion Patterns in an Urban Road Network Using Large-Scale Smartphone-Collected GPS Data},
  journal = {Transportation Letters},
  year = {2019},
  volume = {11},
  number = {7},
  pages = {391-401},
  note = {Online. Green OA (Poly)},
  doi = {10.1080/19427867.2017.1374022}
}

@article{van-haperen19observing,
  author = {W. van Haperen and M. Sarmad Riaz and S. Daniels and N. Saunier and T. Brijs and G. Wets},
  title = {Observing the observation of (vulnerable) road user behaviour and traffic safety: A scoping review},
  journal = {Accident Analysis & Prevention},
  year = {2019},
  volume = {123},
  pages = {211-221},
  doi = {10.1016/j.aap.2018.11.021}
}

@inproceedings{fu19investigating,
  author = {T. Fu and W. Hu and N. Saunier and L. F. Miranda-Moreno},
  title = {Investigating Secondary Interactions: Are Drivers Paying Attention to Pedestrians when Exiting Non-signalized Intersections?},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2019},
  note = {19-05276}
}

@inproceedings{marois19safety,
  author = {A. Marois and M.-S. Cloutier and N. Saunier and S. Godillon and D. Lafond and F. Vachon},
  title = {Safety, stress and work zone complexity: A field study on police officers performing on-foot traffic control},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2019},
  note = {19-01888}
}

@inproceedings{nabavi-niaki19safe-move,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno},
  title = {Is that Move Safe? Case Study of Cyclist Movements at Intersections with Cycling Discontinuities},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2019},
  note = {19-03202}
}

@inproceedings{ooi19tracking,
  author = {H.-L. Ooi and G.-A. Bilodeau and N. Saunier},
  editor = {F. Karray and A. Campilho and A. Yu},
  title = {Tracking in Urban Traffic Scenes from Background Subtraction and Object Detection},
  booktitle = {16^th International Conference on Image Analysis and Recognition},
  publisher = {Springer International Publishing},
  year = {2019},
  volume = {11662},
  pages = {195-206},
  url = {https://arxiv.org/abs/1905.06381},
  doi = {10.1007/978-3-030-27202-9}
}

@inproceedings{st-aubin19safety,
  author = {P. St-Aubin and N. Saunier and A. Labbe and L. F. Miranda-Moreno},
  title = {Safety Study at Partially Stop-Controlled Intersections using Surrogate Measures},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2019},
  note = {19-01827}
}

@misc{sae19terms-definitions,
  author = {SAE Committee on Surrogate Measures of Safety},
  title = {Concepts, Terms and Definitions Related to Surrogate Measures of Safety},
  year = {2019},
  note = {In revision}
}

@techreport{cloutier19mesurer,
  author = {M.-S. Cloutier and U. Lachapelle and N. Saunier},
  title = {Mesurer l'impact sur la sécurité routière d'une modification de limite de vitesse sur le réseau routier du Québec},
  school = {Institut National de la Recherche Scientifique, Université du Québec à Montréal, Polytechnique Montréal},
  year = {2019},
  note = {Réalisé pour le compte de Transports Québec},
  url = {https://www.transports.gouv.qc.ca/fr/ministere/acces-information-renseignements-personnels/documents-reglement-diffusion/demande-acces/Documents/2021/08/DA-2021-2022-00180-Rapport%20final%2011%20avril%202019_impact%20modif%20limite%20Vitesse.pdf}
}

@techreport{miranda-moreno19arrets,
  author = {L. F. Miranda-Moreno and N. Saunier and M.-S. Cloutier},
  title = {Projet pilote sur la sécurité des carrefours avec "arrêts toutes directions"},
  school = {Université McGill, Polytechnique Montréal, INRS},
  year = {2019},
  note = {105 pp. Réalisé pour le compte de la Ville de Montréal}
}

@techreport{perreault19arxiv,
  author = {H. Perreault and G.-A. Bilodeau and N. Saunier and P. Gravel},
  title = {Road User Detection in Videos},
  school = {Polytechnique Montréal},
  year = {2019},
  url = {https://arxiv.org/abs/1903.12049}
}

@article{fu18novel,
  author = {T. Fu and L. F. Miranda-Moreno and N. Saunier},
  title = {A Novel Framework to Evaluate Pedestrian Safety at Non-signalized Locations using Video-based Trajectory Data},
  journal = {Accident Analysis & Prevention},
  year = {2018},
  volume = {111},
  pages = {23-33},
  note = {Second prize of the RRSR student journal paper competition. Presented at the 2017 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.aap.2017.11.015}
}

@article{mohamed18safety-analysis,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {The impact of motion prediction methods on surrogate safety analysis: A case study of left-turn and opposite-direction interactions at a signalized intersection in Montreal},
  journal = {Journal of Transportation Safety & Security},
  year = {2018},
  volume = {10},
  number = {4},
  pages = {265-287},
  doi = {10.1080/19439962.2016.1255690}
}

@article{nabavi-niaki18cyclist,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno},
  title = {Analysing cyclist behaviour at cycling facility discontinuities using video data},
  journal = {Transactions on Transport Sciences},
  year = {2018},
  volume = {9},
  number = {1},
  pages = {43-57},
  note = {Presented at ICTCT 2016},
  doi = {10.5507/tots.2018.006}
}

@article{stipancic18surrogate,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier and A. Labbe},
  title = {Surrogate Safety and Network Screening: Modelling Crash Frequency Using GPS Travel Data and Latent Gaussian Spatial Models},
  journal = {Accident Analysis & Prevention},
  year = {2018},
  volume = {120},
  pages = {174-187},
  doi = {10.1016/j.aap.2018.07.013}
}

@article{stipancic18vehicle,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier},
  title = {Vehicle Manoeuvers as Surrogate Safety Measures: Extracting Data from the GPS-Enabled Smartphones of Regular Drivers},
  journal = {Accident Analysis & Prevention},
  year = {2018},
  volume = {115},
  pages = {160-169},
  doi = {10.1016/j.aap.2018.03.005}
}

@article{van-haperen18yielding-trf,
  author = {W. van Haperen and S. Daniels and T. De Ceunynck and N. Saunier and T. Brijs and G. Wets},
  title = {Yielding behaviour and traffic conflicts at cyclist crossing facilities on channelised right-turn lanes},
  journal = {Transportation Research Part F: Traffic Psychology and Behaviour},
  year = {2018},
  volume = {55},
  pages = {272-281},
  note = {Presented at the 2017 Transportation Research Board Annual Meeting},
  doi = {10.1016/j.trf.2018.03.012}
}

@book{various18handbook,
  author = {Various Authors},
  editor = {E. Polders and T. Brijs},
  title = {How to analyse accident causation? A handbook with focus on vulnerable road users},
  publisher = {Hasselt University},
  year = {2018},
  url = {https://www.bast.de/BASt_2017/EN/Traffic_Safety/Subjects/InDeV/Handbook/Handbook_node.html}
}

@booklet{aqtr18mobilite-intelligente,
  author = {J.-F. Barsoum and S. Boudreau and M. de Santis and N. Saunier and A. Savard},
  title = {Pour un écosystème de mobilité intelligente et intégrée},
  year = {2018},
  note = {Livre Blanc},
  url = {https://aqtr.com/node/17324/attachment}
}

@inbook{varhelyi18handbook-ch4,
  author = {A. Várhelyi and A. Laureshyn and C. Johnsson and N. Saunier and R. van der Horst and M. de Goede and T. K. O. Madsen},
  editor = {E. Polders and T. Brijs},
  title = {Surrogate measures of safety and traffic conflict observations},
  publisher = {Hasselt University},
  year = {2018},
  pages = {93-125},
  note = {How to analyse accident causation? – A handbook with focus on vulnerable road users},
  url = {https://www.indev-project.eu/InDeV/EN/Handbook/Handbook_node.html}
}

@inproceedings{alizadeh-aliabadi18factors,
  author = {H. Alizadeh Aliabadi and C. Morency and N. Saunier and B. Farooq},
  title = {Factors Affecting Drivers' Consideration Set of Route Alternatives},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2018},
  note = {18-05374}
}

@inproceedings{alizadeh-aliabadi18frequent,
  author = {H. Alizadeh Aliabadi and B. Farooq and C. Morency and N. Saunier},
  title = {Frequent Versus Occasional Drivers: A Hybrid Route Choice Model},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2018},
  note = {18-05272}
}

@inproceedings{alizadeh-aliabadi18online,
  author = {H. Alizadeh Aliabadi and P.L. Bourbonnais and C. Morency and B. Farooq and N. Saunier},
  editor = {P. Bonnel and M. Munizaga and C. Morency and M. Trépanier},
  title = {An Online Survey to Enhance the Understanding of Car Drivers Route Choices},
  booktitle = {Transportation Research Procedia},
  year = {2018},
  volume = {32},
  pages = {482-494},
  note = {Transport Survey Methods in the era of big data: facing the challenges (International Conference on Transport Survey Methods)},
  doi = {10.1016/j.trpro.2018.10.042}
}

@inproceedings{beaupre18improving,
  author = {D.-A. Beaupre and G.-A. Bilodeau and N. Saunier},
  title = {Improving Multiple Object Tracking with Optical Flow and Edge Preprocessing},
  booktitle = {First International Conference on Pattern Recognition and Artificial Intelligence},
  year = {2018},
  note = {Published as arXiv:1801.09646},
  url = {http://arxiv.org/abs/1801.09646}
}

@inproceedings{belisle18continuous,
  author = {F. Bélisle and N. Saunier and O. Audet},
  title = {Continuous tracking: exploring the long-term value of Bluetooth},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2018},
  note = {18-05475}
}

@inproceedings{fu18investigating,
  author = {T. Fu and D. Beitel and B. Ledezma-Navarro and S. A. Zahabi and N. Saunier and L. F. Miranda-Moreno},
  title = {Investigating Cyclist-Pedestrian Interactions at Bus Stops and Non-signalized Intersections using a Distance-Velocity Model and Speed Measures derived from Video Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2018},
  note = {18-05083}
}

@inproceedings{morency18parallel-data-streams,
  author = {C. Morency and M. Trépanier and N. Saunier and H. Verreault and J.-S. Bourdeau},
  editor = {P. Bonnel and M. Munizaga and C. Morency and M. Trépanier},
  title = {Using 5 parallel passive data streams to report on a wide range of mobility options},
  booktitle = {Transportation Research Procedia},
  year = {2018},
  volume = {32},
  pages = {82-92},
  note = {Transport Survey Methods in the era of big data: facing the challenges (International Conference on Transport Survey Methods)},
  doi = {10.1016/j.trpro.2018.10.014}
}

@inproceedings{ooi18multiple,
  author = {H.-L. Ooi and G.-A. Bilodeau and N. Saunier and D.-A. Beaupre},
  title = {Multiple Object Tracking in Urban Traffic Scenes with a Multiclass Object Detector},
  booktitle = {Advances in Visual Computing: 13th International Symposium on Visual Computing},
  publisher = {Springer International Publishing},
  year = {2018},
  pages = {727-736},
  url = {https://arxiv.org/abs/1809.02073},
  doi = {10.1007/978-3-030-03801-4_63}
}

@inproceedings{st-aubin18speed,
  author = {P. St-Aubin and B. Ledezma-Navarro and A. Labbe and T. Fu and N. Saunier and L. F. Miranda-Moreno},
  title = {Speed at partially and fully stop-controlled intersections},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2018},
  note = {18-05438}
}

@inproceedings{st-aubin18speed-tac,
  author = {P. St-Aubin and B. Ledezma-Navarro and A. Labbe and N. Saunier and L. F. Miranda-Moreno},
  title = {Speed at partially and fully stop-controlled intersections},
  booktitle = {Transportation Association of Canada Conference and Exhibition},
  year = {2018},
  note = {18-05438}
}

@inproceedings{stipancic18network,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier and A. Labbe},
  title = {Network Screening for Large urban road networks: Using GPS Data and Surrogate Measures to Model Crash Frequency and Severity},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2018},
  note = {18-02836}
}

@inproceedings{urdaneta18cyber-physical,
  author = {M. Urdaneta and A. Lemay and N. Saunier and J. M. Fernandez},
  title = {A Cyber-Physical Test Bed for Measuring the Impacts of Cyber Attacks on Urban Road Networks},
  booktitle = {Twelfth IFIP WG 11.10 International Conference on Critical Infrastructure Protection},
  year = {2018},
  pages = {177-196},
  doi = {10.1007/978-3-030-04537-1_10}
}

@techreport{saunier18cv-ghg,
  author = {N. Saunier and P. Nouri and F. Bélisle and C. Morency},
  title = {Evaluating the Impacts of Connected Vehicles on GHG Emissions: How to Transfer the Results from the Literature},
  school = {CIRRELT},
  year = {2018},
  number = {CIRRELT-2018-11},
  url = {http://www.cirrelt.ca/DocumentsTravail/CIRRELT-2018-11.pdf}
}

@techreport{saunier18mandat,
  author = {N. Saunier and C. Morency and L.-D. Beaulieu and J.-F. Bruneau and B. Milord and H. Verreault},
  title = {Mandat de Benchmarking - Mesures de mitigation de la Ville de Montréal},
  school = {Polytechnique Montréal},
  year = {2018},
  note = {Réalisé pour le compte de la Ville de Montréal}
}

@techreport{tousignant18services,
  author = {M.-A. Tousignant and M. Côté and K. Kalache and M. Barnet and N. Saunier and F. Bélisle},
  title = {Services professionnels pour la Ville de Montréal face à la question des véhicules connectés et autonomes dans le cadre de la mise à jour du plan de transport 2008},
  school = {Ville de Montréal},
  year = {2018},
  note = {110 pp. Réalisé pour le compte de la Ville de Montréal}
}

@article{alizadeh-aliabadi17role,
  author = {H. Alizadeh Aliabadi and B. Farooq and C. Morency and N. Saunier},
  title = {On the Role of Bridges as Anchor Points in Route Choice Modeling},
  journal = {Transportation},
  year = {2017},
  pages = {1-26},
  note = {Published online},
  doi = {10.1007/s11116-017-9761-7}
}

@article{belisle17optimized-trr,
  author = {F. Bélisle and N. Saunier and G.-A. Bilodeau and S. Le Digabel},
  title = {Optimized Video Tracking for Automated Vehicle Turning Movement Counts},
  journal = {Transportation Research Record},
  year = {2017},
  volume = {2645},
  pages = {104-112},
  note = {Presented at the 2017 Transportation Research Board Annual Meeting},
  doi = {10.3141/2645-12}
}

@article{fu16automatic,
  author = {T. Fu and J. Stipancic and S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Automatic Traffic Data Collection under Varying Lighting and Temperature Conditions in Multimodal Environments: Thermal vs Visible Spectrum Video-Based Systems},
  journal = {Journal of Advanced Transportation},
  year = {2017},
  volume = {2017},
  pages = {15 pp.},
  doi = {10.1155/2017/5142732}
}

@article{laureshyn17cross-comparison-aap,
  author = {A. Laureshyn and M. de Goede and N. Saunier and A. Fyhri},
  title = {Cross-comparison of three surrogate safety methods to diagnose cyclist safety problems at intersections in Norway},
  journal = {Accident Analysis & Prevention},
  year = {2017},
  volume = {105},
  pages = {11-20},
  doi = {10.1016/j.aap.2016.04.035}
}

@article{mohamed17investigation-trr,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {An Investigation of Different Geometric Representations of Road User Volume and their Impact on Post-Encroachment Time},
  journal = {Transportation Research Record},
  year = {2017},
  volume = {2659},
  pages = {55-62},
  note = {Presented at the 2017 Transportation Research Board Annual Meeting},
  doi = {10.3141/2659-06}
}

@article{saunier17vc-ges,
  author = {N. Saunier and F. Bélisle and P. Nouri and C. Morency},
  title = {Les véhicules connectés auront-ils un impact sur les émissions de gaz à effet de serre?},
  journal = {Routes et Transports},
  year = {2017},
  volume = {46},
  number = {2},
  pages = {47-51}
}

@article{stipancic17impact-trr,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier},
  title = {The Impact of Congestion and Traffic Flow On Crash Frequency and Severity: An Application of Smartphone-Collected GPS Travel Data},
  journal = {Transportation Research Record},
  year = {2017},
  volume = {2659},
  pages = {43-54},
  note = {Presented at the 2017 Transportation Research Board Annual Meeting},
  doi = {10.3141/2659-05}
}

@article{strauss17cyclist,
  author = {J. Strauss and S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Cyclist Deceleration Rate as Surrogate Safety Measure in Montreal using Smartphone GPS Data},
  journal = {Accident Analysis & Prevention},
  year = {2017},
  volume = {99, Part A},
  pages = {287-296},
  doi = {10.1016/j.aap.2016.11.019}
}

@inproceedings{alizadeh-aliabadi17classifying,
  author = {H. Alizadeh Aliabadi and B. Farooq and C. Morency and N. Saunier},
  title = {Classifying Behavioral Dynamics of Taxi Drivers Route Choices Using Longitudinal GPS Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-05190.}
}

@inproceedings{belisle17optimized,
  author = {F. Bélisle and N. Saunier and G.-A. Bilodeau and S. Le Digabel},
  title = {Optimized Video Tracking for Automated Vehicle Turning Movement Counts},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-01639. Accepted for publication in Transportation Research Record}
}

@inproceedings{fu17novel,
  author = {T. Fu and L. F. Miranda-Moreno and N. Saunier},
  title = {Novel Framework to Evaluate Pedestrian Safety at Nonsignalized Locations Using Video-Based Trajectory Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-03979}
}

@inproceedings{fu17novel-carsp,
  author = {T. Fu and L. F. Miranda-Moreno and N. Saunier},
  title = {A Novel Framework to Evaluate Yielding Behavior and Crossing Decisions at Non-signalized Locations using Video-based Trajectory Data},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2017},
  note = {Third prize of the Canadian Association of Road Safety Professionals (CARSP) Conference Student Paper Competition}
}

@inproceedings{laureshyn17validation,
  author = {A. Laureshyn and C. Johnsson and T. Madsen and A. Varhelyi and M. de Goede and AA. Svensson and N. Saunier and W. van Haperen},
  title = {Validation of surrogate safety measures with focus on vulnerable road users},
  booktitle = {Road Safety & Simulation Conference},
  year = {2017}
}

@inproceedings{laviolette17temporal,
  author = {J. Laviolette and N. Saunier and C. Morency and A. Lacombe},
  title = {Temporal & Spatial Analysis of Taxi Demand in Montréal using a Clustering Approach},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-00219}
}

@inproceedings{mohamed17investigation,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {An Investigation of Different Geometric Representations of Road User Volume and their Impact on Post-Encroachment Time},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-05280. Accepted for publication in Transportation Research Record}
}

@inproceedings{nabavi-niaki17analysis,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno},
  title = {Analysis of Cyclist Behaviour at Cycling Network Discontinuities Using Computer Vision},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-06043}
}

@inproceedings{st-aubin17comparison-carsp,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno and A. Laureshyn},
  title = {Microscopic Road Safety Comparison Between Canadian and Swedish Roundabout Driver Behaviour},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2017}
}

@inproceedings{st-aubin17surrogate,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno},
  title = {Surrogate Safety Analysis of Quebec Roundabout Design},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2017}
}

@inproceedings{stipancic17impact,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier},
  title = {The Impact of Congestion and Traffic Flow On Crash Frequency and Severity: An Application of Smartphone-Collected GPS Travel Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-01683. Accepted for publication in Transportation Research Record}
}

@inproceedings{stipancic17surrogate-tac,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier and A. Labbe},
  title = {Surrogate Safety and Network Screening: Modelling Crash Frequency Using GPS Data and Latent Gaussian Models},
  booktitle = {Transportation Association of Canada Conference and Exhibition},
  year = {2017},
  note = {First place winner of the Transportation Association of Canada (TAC) Student Paper Award}
}

@inproceedings{van-haperen17observing,
  author = {W. van Haperen and M. Riaz and S. Daniels and N. Saunier and T. Brijs and G. Wets},
  title = {Observing the observation of road user behavior: A scoping review to gain insights into current practices},
  booktitle = {Road Safety & Simulation Conference},
  year = {2017}
}

@inproceedings{van-haperen17yielding,
  author = {W. van Haperen and S. Daniels and T. De Ceunynck and N. Saunier and T. Brijs and G. Wets},
  title = {Yielding behaviour and traffic conflicts at cyclist crossing facilities on channelised right-turn lanes},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2017},
  note = {17-01851}
}

@techreport{chang17proactive,
  author = {A. Chang and N. Saunier and A. Laureshyn},
  title = {Proactive Methods for Road Safety Analysis},
  school = {SAE International},
  year = {2017},
  number = {WP-0005},
  url = {http://papers.sae.org/wp-0005/}
}

@techreport{hatzopoulou17a25-an3,
  author = {M. Hatzopoulou and L. F. Miranda-Moreno and C. Morency and N. Saunier and Z. Patterson and M. Trépanier and A. Alam and J. Faucher and M. Shekarrizfard and J. Stipancic},
  title = {Circulation et qualité de l'air, Parachèvement de l'Autoroute 25},
  school = {McGill University, Polytechnique Montréal and Concordia University},
  year = {2017},
  note = {Réalisé pour le compte de Transports Québec}
}

@techreport{hatzopoulou17a25-final,
  author = {M. Hatzopoulou and L. F. Miranda-Moreno and C. Morency and N. Saunier and Z. Patterson and M. Trépanier and M. Shekarrizfard and J. Stipancic and A. Alam and A. Badran and J. Faucher and P. Gaudette and C. Harding and A. Zahabi},
  title = {Circulation et qualité de l'air, Parachèvement de l'Autoroute 25},
  school = {McGill University, Polytechnique Montréal and Concordia University},
  year = {2017},
  note = {Réalisé pour le compte de Transports Québec},
  url = {https://www.transports.gouv.qc.ca/fr/projets-infrastructures/projets/reseau-routier/projets-routiers/CMM/Autoroute-25-Parachevement/Documents/Documentation/circulation-qualite-air.pdf}
}

@techreport{mohamed17applications,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {Applications of Multi-Level Pattern Learning to Traffic Scene Interpretation and Anomaly Detection},
  school = {CIRRELT},
  year = {2017},
  number = {CIRRELT-2017-48},
  url = {https://www.cirrelt.ca/DocumentsTravail/CIRRELT-2017-48.pdf}
}

@techreport{morency17congestion,
  author = {C. Morency and M. Trépanier and N. Saunier and M.-A. Tessier and J. Faucher and J.-S. Bourdeau and A. Giraud},
  title = {Projet de recherche sur le développement d’un outil de suivi et d'analyse des conditions de circulation sur le réseau routier du MTMDET de la région de Montréal},
  school = {Polytechnique Montréal},
  year = {2017},
  note = {Réalisé pour le compte de Transports Québec},
  url = {http://www.bv.transports.gouv.qc.ca/mono/1200488.pdf}
}

@techreport{morency17evaluation,
  author = {C. Morency and N. Saunier and P. Nouri and F. Bélisle},
  title = {Évaluation des bénéfices environnementaux potentiels des véhicules connectés au Canada},
  school = {Polytechnique Montréal},
  year = {2017},
  note = {Réalisé pour le compte de Transports Canada}
}

@article{fu16measuring-trr,
  author = {T. Fu and L. F. Miranda-Moreno and N. Saunier},
  title = {Pedestrian Crosswalk Safety at Nonsignalized Crossings During Nighttime. Use of Thermal Video Data and Surrogate Safety Measures},
  journal = {Transportation Research Record},
  year = {2016},
  volume = {2586},
  pages = {90-99},
  note = {Presented at the 2016 Transportation Research Board Annual Meeting},
  doi = {10.3141/2586-10}
}

@article{jodoin16tracking,
  author = {J.-P. Jodoin and G.-A. Bilodeau and N. Saunier},
  title = {Tracking All Road Users at Multimodal Urban Traffic Intersections},
  journal = {IEEE Transactions on Intelligent Transportation Systems},
  year = {2016},
  volume = {17},
  number = {11},
  pages = {3241-3251},
  doi = {10.1109/TITS.2016.2545245}
}

@article{nabavi-niaki16effects-trr,
  author = {M. Nabavi Niaki and T. Fu and N. Saunier and L. F. Miranda-Moreno and L. Amador-Jimenez and J.-F. Bruneau},
  title = {Effects of Road Lighting on Bicycle and Pedestrian Accident Frequency: Case Study in Montreal, Canada},
  journal = {Transportation Research Record},
  year = {2016},
  volume = {2555},
  pages = {86-94},
  note = {Presented at the 2016 Transportation Research Board Annual Meeting},
  doi = {10.3141/2555-12}
}

@article{stipancic16gender,
  author = {J. Stipancic and S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier and M.-A. Granié},
  title = {Investigating the Effects of Gender on Bicycle-Vehicle Conflicts at Urban Intersections Using an Ordered Logit Methodology},
  journal = {Accident Analysis & Prevention},
  year = {2016},
  volume = {97},
  pages = {19-27},
  doi = {10.1016/j.aap.2016.07.033}
}

@article{zangenehpour16intersections-aap,
  author = {S. Zangenehpour and J. Strauss and L. F. Miranda-Moreno and N. Saunier},
  title = {Are Intersections with Cycle Tracks Safer? Control Case Study Based on Automated Surrogate Safety Analysis Using Video Data},
  journal = {Accident Analysis & Prevention},
  year = {2016},
  volume = {86},
  pages = {161-172},
  doi = {10.1016/j.aap.2015.10.025}
}

@inproceedings{bourdeau16deriving,
  author = {J.-S. Bourdeau and C. Morency and N. Saunier},
  title = {Deriving Parking Use From Household Travel Survey Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-4011}
}

@inproceedings{fu16comparison,
  author = {T. Fu and J. Stipancic and S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {A Comparison of Regular and Thermal Cameras for Traffic Data Collection under Varying Lighting and Temperature Conditions in Multimodal Environments},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-2846}
}

@inproceedings{fu16comparison-carsp,
  author = {T. Fu and J. Stipancic and S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Automatic Traffic Data Collection under Varying Lighting and Temperature Conditions in Multimodal Environments},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2016},
  note = {Third prize of the Canadian Association of Road Safety Professionals (CARSP) Conference Student Paper Competition}
}

@inproceedings{fu16measuring,
  author = {T. Fu and L. F. Miranda-Moreno and N. Saunier},
  title = {Measuring Crosswalk Safety at Nonsignalized Crossings During Nighttime Based on Surrogate Measures of Safety: Case Study in Montreal, Canada},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-7020. Accepted for publication in Transportation Research Record}
}

@inproceedings{fu16surrogate-tac,
  author = {T. Fu and L. F. Miranda-Moreno and N. Saunier},
  title = {Surrogate Safety Measures for Crosswalk Safety at Nonsignalized Crossings During Nighttime: A Montreal Case Study},
  booktitle = {Transportation Association of Canada Conference and Exhibition},
  year = {2016}
}

@inproceedings{fu16traffic-tac,
  author = {T. Fu and J. Stipancic and S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Traffic Data Collection using Thermal Camera under Varying Lighting and Temperature Conditions in Multimodal Environments},
  booktitle = {Transportation Association of Canada Conference and Exhibition},
  year = {2016},
  note = {Third place winner of the Transportation Association of Canada (TAC) Student Paper Award}
}

@inproceedings{gauthier16calibration,
  author = {L. Gauthier and N. Saunier and S. Le Digabel and G. Cao},
  title = {Calibration of Driving Behavior Models using Derivative-Free Optimization and Video Data for Montreal Highways},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-2988}
}

@inproceedings{lessard16countingapp,
  author = {A. Lessard and F. Bélisle and G.-A. Bilodeau and N. Saunier},
  title = {The CountingApp, or How to Count Vehicles in 500 Hours of Video},
  booktitle = {International Workshop on Automatic Traffic Surveillance},
  publisher = {IEEE},
  year = {2016}
}

@inproceedings{morse16transferability,
  author = {P. Morse and P. St-Aubin and L. F. Miranda-Moreno and N. Saunier},
  title = {Transferability Study of Video Tracking Optimization for Traffic Data Collection and Analysis},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-6810}
}

@inproceedings{nabavi-niaki16effects,
  author = {M. Nabavi Niaki and T. Fu and N. Saunier and L. F. Miranda-Moreno and L. Amador-Jimenez and J.-F. Bruneau},
  title = {Effects of Road Lighting on Bicycle and Pedestrian Accident Frequency: Case Study in Montreal, Canada},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-5343. Accepted for publication in Transportation Research Record}
}

@inproceedings{nabavi-niaki16methodology,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno},
  title = {Methodology to Quantify Discontinuities in a Cycling Network: Case Study in Montreal Boroughs},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-5821}
}

@inproceedings{saoudi-hassani16optimization,
  author = {O. Saoudi Hassani and N. Saunier and C. Morency},
  title = {Optimization Scenarios of Home-Work Distances in Montreal, Canada},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-6469. Published as CIRRELT report CIRRELT-2017-38}
}

@inproceedings{shekarrizfard16validation,
  author = {M. Shekarrizfard and A. Alam and A. Badran and J. Faucher and L. F. Miranda-Moreno and C. Morency and N. Saunier and Z. Patterson and M. Trépanier and M. Hatzopoulou},
  title = {Validation of a PUFF Dispersion Model: Air Quality Simulation for New Highway Infrastructure},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-2419}
}

@inproceedings{stipancic16who,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier},
  title = {The Who and Where of Road Safety: Extracting Surrogate Indicators from Smartphone-Collected GPS Data in Urban Environments},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-2848}
}

@inproceedings{tessier16impact,
  author = {M.-A. Tessier and C. Morency and N. Saunier},
  title = {Impact of Weather Conditions on Traffic: Case Study of Montreal’s Winter},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2016},
  note = {16-6846}
}

@misc{nabavi-niaki16ictct,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno},
  title = {Cyclist Behaviour and Safety Assessment at Discontinuities in the Cycling Network: Adopting Surrogate Safety Analysis using Video Data},
  howpublished = {International Co-operation on Theories and Concepts in Traffic Safety (ICTCT) Workshop},
  year = {2016},
  url = {http://www.ictct.org/wp-content/uploads/Nabavi_presentation.pdf}
}

@techreport{laureshyn16appendix,
  author = {A. Laureshyn and C. Jonsson and T. De Ceunynck and Å. Svensson and M. de Goede and N. Saunier and P. Włodarek and R. van der Horst and S. Daniels},
  title = {Review of current study methods for VRU safety: Appendix 6 - Scoping review: surrogate measures of safety in site-based road traffic observations},
  school = {In-Depth understanding of accident causation for Vulnerable road users (InDeV) Project},
  year = {2016},
  url = {https://www.bast.de/BASt_2017/EN/Traffic_Safety/Subjects/InDeV/Documents/pdf/2-1-4.pdf?__blob=publicationFile&v=1}
}

@techreport{miranda-moreno16revision,
  author = {L. F. Miranda-Moreno and P. Morse and N. Saunier},
  title = {Rapport d'étape 1: Révision des normes relatives aux panneaux à messages variables en fonction du nouveau contexte d’utilisation et des nouvelles technologies utilisées},
  school = {McGill University et Polytechnique Montréal},
  year = {2016},
  note = {Réalisé pour le compte de Transports Québec}
}

@techreport{morin16strategie,
  author = {E. Morin and J.-F. Bruneau and G. Bertin-Bénié and N. Saunier and N. Boujilali and É. Abraham and J. Dufort and P. Trudel and F. Bellavance and L. F. Miranda-Moreno and F. Saad},
  title = {Stratégie d'expérimentation de systèmes d'adaptation intelligente de la vitesse et d'enregistreurs de données de vitesse},
  school = {Polytechnique Montréal},
  year = {2016},
  number = {R737},
  note = {Réalisé pour le compte de Transports Québec},
  url = {http://www.bv.transports.gouv.qc.ca/mono/1183034.pdf}
}

@article{diallo15parking,
  author = {A. Diallo and J.-S. Bourdeau and C. Morency and N. Saunier},
  title = {Methodology of Parking Analysis},
  journal = {Canadian Journal of Civil Engineering},
  year = {2015},
  volume = {42},
  number = {4},
  pages = {281-285},
  doi = {10.1139/cjce-2013-0458}
}

@article{mohamed15behaviour-trr,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {Behaviour Analysis Using A Multi-Level Motion Pattern Learning Framework},
  journal = {Transportation Research Record},
  year = {2015},
  volume = {2528},
  pages = {116-127},
  note = {Presented at the 2015 Transportation Research Board Annual Meeting},
  doi = {10.3141/2528-13}
}

@article{st-aubin15big-data,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno},
  title = {Large-Scale Automated Proactive Road Safety Analysis Using Video Data},
  journal = {Transportation Research Part C: Emerging Technologies},
  year = {2015},
  volume = {58, Part B},
  pages = {363-379},
  note = {Big Data in Transportation and Traffic Engineering},
  doi = {10.1016/j.trc.2015.04.007}
}

@article{zangenehpour15automated-trc,
  author = {S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Automated Classification Based on Video Data at Intersections with Heavy Pedestrian and Bicycle Traffic: Methodology and Application},
  journal = {Transportation Research Part C: Emerging Technologies},
  year = {2015},
  volume = {56},
  number = {0},
  pages = {161-176},
  doi = {10.1016/j.trc.2015.04.003}
}

@inproceedings{anderson-trocme15performance,
  author = {P. Anderson-Trocme and J. Stipancic and L. F. Miranda-Moreno and N. Saunier},
  title = {Performance Evaluation and Error Segregation of Video-Collected Traffic Speed Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-1337}
}

@inproceedings{ettehadieh15systematic,
  author = {D. Ettehadieh and B. Farooq and N. Saunier},
  title = {Systematic Parameter Optimization and Application of Automated Tracking in Pedestrian-Dominant Situations},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-2400}
}

@inproceedings{fu15carsp,
  author = {T. Fu and S. Zangenehpour and L. F. Miranda-Moreno and M. S. Nabavi Niaki and N. Saunier and L. Amador and L. Fu},
  title = {Surrogate Safety Measures for Crosswalk Safety at Non-Signalized Crossings during Nighttime with the Use of Thermal Videos: A Case Study in Montreal},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2015}
}

@inproceedings{laureshyn15cross-comparison,
  author = {A. Laureshyn and M. de Goede and N. Saunier and A. Fyhri},
  title = {Cross-comparison of three surrogate safety methods to diagnose cyclist safety problems at intersections in Norway},
  booktitle = {4th International Cycling Safety Conference},
  year = {2015}
}

@inproceedings{mohamed15behaviour,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {Behaviour Analysis Using A Multi-Level Motion Pattern Learning Framework},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-6018. Accepted for publication in Transportation Research Record}
}

@inproceedings{rondier15exploring,
  author = {P. Rondier and M.-S. Cloutier and N. Saunier and F. Soto and L. F. Miranda-Moreno},
  title = {Exploring Road Safety Analysis and Stakeholder Engagement for Small and Medium-Sized Communities},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-5108}
}

@inproceedings{st-aubin15comparison,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno},
  title = {Comparison of Various Objectively Defined Surrogate Safety Analysis Methods},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-4629}
}

@inproceedings{st-aubin15large-scale,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno},
  title = {Large-Scale Microscopic Traffic Behaviour and Safety Analysis of Québec Roundabout Design},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-5317}
}

@inproceedings{stipancic15traffic-carsp,
  author = {J. Stipancic and L. F. Miranda-Moreno and N. Saunier},
  title = {Traffic Parameter Methods for Surrogate Safety: Comparative Study of Three Non-Intrusive Sensor Technologies},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2015}
}

@inproceedings{zangenehpour15intersections,
  author = {S. Zangenehpour and J. Strauss and L. F. Miranda-Moreno and N. Saunier},
  title = {Are Intersections with Cycle Tracks Safer? Control Case Study Based on Automated Surrogate Safety Analysis Using Video Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-4903}
}

@inproceedings{zangenehpour15intersections-carsp,
  author = {S. Zangenehpour and J. Strauss and L. F. Miranda-Moreno and N. Saunier},
  title = {Are Intersections with Cycle Tracks Safer? Control Case Study Based on Automated Surrogate Safety Analysis Using Video Data},
  booktitle = {Canadian Association of Road Safety Professionals (CARSP) Conference},
  year = {2015},
  note = {First prize of the Canadian Association of Road Safety Professionals (CARSP) Conference Student Paper Competition}
}

@inproceedings{zangenehpour15video,
  author = {S. Zangenehpour and T. Romancyshyn and L. F. Miranda-Moreno and N. Saunier},
  title = {Video-Based Automatic Counting for Short-Term Bicycle Data Collection in a Variety of Environments},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2015},
  note = {15-4888}
}

@techreport{hatzopoulou15a25-an2,
  author = {M. Hatzopoulou and L. F. Miranda-Moreno and C. Morency and N. Saunier and Z. Patterson and M. Trépanier and A. Alam and J. Faucher and M. Shekarrizfard and J. Stipancic},
  title = {Circulation et qualité de l'air, Parachèvement de l'Autoroute 25},
  school = {McGill University, Polytechnique Montréal and Concordia University},
  year = {2015},
  note = {Réalisé pour le compte de Transports Québec}
}

@techreport{miranda-moreno15analysis,
  author = {L. F. Miranda-Moreno and N. Saunier and S. Zangenehpour and T. Nosal},
  title = {Analysis of the impact of the Côte-Ste-Catherine bidirectional bicycle track on the safety of cyclists and pedestrians},
  school = {McGill University},
  year = {2015},
  note = {Réalisé pour le compte de la Ville de Montréal}
}

@techreport{saunier15arthabaska,
  author = {N. Saunier and F. Soto and M.-S. Cloutier and G. Dussault and P. Rondier and R. Séguin and L. F. Miranda-Moreno and P. Morency and F. Bellavance},
  title = {Projet pilote de diagnostic et plan d’action de sécurité routière en milieu municipal},
  school = {Polytechnique Montréal and le Centre Urbanisation Culture Société de l’Institut national de la recherche scientifique (INRS)},
  year = {2015},
  note = {Réalisé pour le compte de Transports Québec}
}

@techreport{saunier15giratoires,
  author = {N. Saunier and P. St-Aubin and S. Burns and M. Cano Perdomo and J.-S. Bourdeau and L. F. Miranda-Moreno and Z. Patterson and K. Ismail},
  title = {Sécurité des carrefours giratoires},
  school = {Polytechnique Montréal, Université McGill, Université Concordia, Université Carleton},
  year = {2015}
}

@techreport{saunier15interrelations,
  author = {N. Saunier and A. Lacoffe and J.-S. Bourdeau and M. Trépanier},
  title = {Projet de recherche portant sur les interrelations des principaux facteurs influençant ou pouvant influencer la qualité du marquage (durabilité et rétroréflexion)},
  school = {Polytechnique Montréal},
  year = {2015},
  note = {Réalisé pour le compte de Transports Québec}
}

@article{burns14accessible-trr,
  author = {S. Burns and L. F. Miranda-Moreno and J. Stipancic and N. Saunier and K. Ismail},
  title = {Accessible and Practical Geocoding Method for Traffic Collision Record Mapping: Quebec Case Study},
  journal = {Transportation Research Record},
  year = {2014},
  volume = {2460},
  pages = {39-46},
  note = {Presented at the 2014 Transportation Research Board Annual Meeting},
  doi = {10.3141/2460-05}
}

@article{locart14analyses-rfgi,
  author = {C. Locart and B. Agard and N. Saunier},
  title = {Analyses spatiales d'un réseau de distribution de points de vente: application à une entreprise canadienne de meubles distribués aux États-Unis},
  journal = {Revue Française de Gestion Industrielle},
  year = {2014},
  volume = {33},
  number = {3},
  pages = {69-88},
  note = {Presented at CIGI 2011}
}

@article{niaki14method-trr,
  author = {M. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno and L. Amador-Jimenez and J.-F. Bruneau},
  title = {A Method For Road Lighting Audit And Safety Screening},
  journal = {Transportation Research Record},
  year = {2014},
  volume = {2458},
  pages = {27-36},
  note = {Presented at the 2014 Transportation Research Board Annual Meeting},
  doi = {10.3141/2458-04}
}

@article{perdomo14pedestrian-aap,
  author = {M. Perdomo and A. Rezaei and Z. R. Patterson and L. F. Miranda-Moreno and N. Saunier},
  title = {Pedestrian Preferences With Respect To Roundabouts - A Video-based Stated Preference Survey},
  journal = {Accident Analysis & Prevention},
  year = {2014},
  volume = {70},
  pages = {84-91},
  note = {Available as report reference CIRRELT-2013-82},
  url = {https://www.cirrelt.ca/DocumentsTravail/CIRRELT-2013-82.pdf},
  doi = {10.1016/j.aap.2014.03.010}
}

@inproceedings{afghari14pedestrian,
  author = {A. Afghari and K. Ismail and N. Saunier and A. Sharma and L. F. Miranda-Moreno},
  title = {Pedestrian-Cyclist Interactions at Bus Stops Along Segregated Bike Paths: Case Study of Montreal, Canada},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-5387}
}

@inproceedings{anderson-trocme14microsimulation,
  author = {P. Anderson-Trocme and L. F. Miranda-Moreno and N. Saunier},
  title = {Microsimulation calibration using trajectories based on image processing: from data collection to emission modeling},
  booktitle = {Canadian Society for Civil Engineering Annual Conference},
  year = {2014}
}

@inproceedings{burns14accessible,
  author = {S. Burns and L. F. Miranda-Moreno and J. Stipancic and N. Saunier and K. Ismail},
  title = {Accessible and Practical Geocoding Method for Traffic Collision Record Mapping: Quebec Case Study},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-4605. Accepted for publication in Transportation Research Record}
}

@inproceedings{ettehadieh14automated,
  author = {D. Ettehadieh and B. Farooq and N. Saunier},
  title = {Automated Pedestrian Trajectory Data-Collection and Flow Characterization in Public Spaces},
  booktitle = {The Conference on Pedestrian and Evacuation Dynamics 2014 (PED 2014)},
  year = {2014},
  volume = {2},
  number = {0},
  pages = {207-212},
  doi = {10.1016/j.trpro.2014.09.035}
}

@inproceedings{jodoin14wacv,
  author = {J.-P. Jodoin and G.-A. Bilodeau and N. Saunier},
  title = {Urban Tracker: Multiple Object Tracking in Urban Mixed Traffic},
  booktitle = {IEEE Winter Applications of Computer Vision Conference (WACV)},
  publisher = {IEEE},
  year = {2014},
  pages = {885-892},
  doi = {10.1109/WACV.2014.6836010}
}

@inproceedings{niaki14method,
  author = {M. S. Nabavi Niaki and N. Saunier and L. F. Miranda-Moreno and L. Amador-Jimenez and J.-F. Bruneau},
  title = {A Method For Road Lighting Audit And Safety Screening},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-4453. Accepted for publication in Transportation Research Record}
}

@inproceedings{perdomo14pedestrian,
  author = {M. Perdomo and A. Rezaei and Z. R. Patterson and L. F. Miranda-Moreno and N. Saunier},
  title = {Pedestrian Preferences With Respect To Roundabouts - A Video-based Stated Preference Survey},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-5528}
}

@inproceedings{saunier14clustering,
  author = {N. Saunier and M. Gomaa Mohamed},
  title = {Clustering Surrogate Safety Indicators to Understand Collision Processes},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-2380}
}

@inproceedings{saunier14dataset,
  author = {N. Saunier and H. Ardö and J.-P. Jodoin and A. Laureshyn and M. Nilsson and AA. Svensson and L. F. Miranda-Moreno and G.-A. Bilodeau and K. Åström},
  title = {Public Video Data Set for Road Transportation Applications},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-2379}
}

@inproceedings{st-aubin14big-brother,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno},
  title = {Big Brother is Watching You... To Predict Crashes},
  booktitle = {Big Data and Urban Informatics Workshop},
  year = {2014}
}

@inproceedings{st-aubin14motion,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno},
  title = {Road User Collision Prediction Using Motion Patterns Applied to Surrogate Safety Analysis},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-5363}
}

@inproceedings{zangenehpour14automated,
  author = {S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Automated Classification in Traffic Video at Intersections with Heavy Pedestrian and Bicycle Traffic},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2014},
  note = {14-4337}
}

@inproceedings{zangenehpour14cmrsc,
  author = {S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Automated Classification Based on Video Data at Intersections with Heavy Pedestrian and Bicycle Traffic: Methodology and Application},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2014},
  note = {Second prize of the Canadian Multidisciplinary Road Safety Conference (CMRSC) Student Paper Competition}
}

@misc{shekarrizfard14poster-trb,
  author = {M. Shekarrizfard and A. Alam and A. Badran and J. Faucher and L. F. Miranda-Moreno and C. Morency and Z. Patterson and N. Saunier and M. Trépanier and M. Hatzopoulou},
  title = {Assessing Air Quality, Transport, and Land Use Impacts of Highway 25 Extension in the Greater Montreal, Canada},
  howpublished = {Poster at the Transportation Research Board Annual Meeting},
  year = {2014},
  note = {P14-6202}
}

@proceedings{copie14actes,,
  editor = {M.-S. Cloutier and J.-M. Auberlet and J.-F. Bruneau and A. Dommes and M.-A. Granié and S. Paquin and N. Saunier and T. Serre and J. Torres},
  title = {La ville sous nos pieds: Connaissances et pratiques favorables aux mobilités piétonnes},
  publisher = {Institut national de la recherche scientifique, Centre - Urbanisation Culture Société},
  year = {2014},
  url = {http://www.copie.ucs.inrs.ca/Actes_colloques_COPIE_VF.pdf}
}

@techreport{belanger14avis,
  author = {J. Bélanger and C. Morency and R. Gourdeau and N. Saunier and M. Trépanier},
  title = {Avis professionnel sur les enjeux technologiques d'un système de tarification kilométrique sur le territoire de la Communauté Métropolitaine de Montréal},
  school = {Polytechnique Montréal},
  year = {2014}
}

@techreport{hatzopoulou14a25-an1,
  author = {M. Hatzopoulou and L. F. Miranda-Moreno and C. Morency and N. Saunier and Z. Patterson and M. Trépanier and A. Alam and A. Badran and J. Faucher and P. Gaudette and C. Harding and F. Martellozzo and M. Shekarrizfard},
  title = {Circulation et qualité de l'air, Parachèvement de l'Autoroute 25},
  school = {McGill University, Polytechnique Montréal and Concordia University},
  year = {2014},
  note = {Réalisé pour le compte de Transports Québec. 90 p.}
}

@article{brosseau13infractions,
  author = {M. Brosseau and S. Zangenehpour and N. Saunier and L. F. Miranda-Moreno},
  title = {The Impact of Waiting Time and Other Factors on Dangerous Pedestrian Crossings and Violations at Signalized Intersections: a Case Study in Montreal},
  journal = {Transportation Research Part F: Traffic Psychology and Behaviour},
  year = {2013},
  volume = {21},
  pages = {159-172},
  doi = {10.1016/j.trf.2013.09.010}
}

@article{guidoin13aqtr,
  author = {S. Guidoin and N. Saunier},
  title = {Données ouvertes et transport},
  journal = {Routes et Transports},
  year = {2013},
  volume = {42},
  number = {2},
  pages = {21-23},
  url = {https://aqtr.com/association/actualites/donnees-ouvertes-transport}
}

@article{ismail12methodology,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {A Methodology for Precise Camera Calibration for Data Collection Applications in Urban Traffic Scenes},
  journal = {Canadian Journal of Civil Engineering},
  year = {2013},
  volume = {40},
  number = {1},
  pages = {57-67},
  doi = {10.1139/cjce-2011-0456}
}

@article{jackson13flexible-trr,
  author = {S. Jackson and L. F. Miranda-Moreno and P. St-Aubin and N. Saunier},
  title = {A Flexible, Mobile Video Camera System and Open-Source Video Analysis Software for Road Safety and Behavioural Analysis},
  journal = {Transportation Research Record},
  year = {2013},
  volume = {2365},
  pages = {90-98},
  note = {Presented at the 2013 Transportation Research Board Annual Meeting},
  doi = {10.3141/2365-12}
}

@article{mohamed13clustering-ss,
  author = {M. Gomaa Mohamed and N. Saunier and L. F. Miranda-Moreno and S. V. Ukkusuri},
  title = {A clustering regression approach: A comprehensive injury severity analysis of pedestrian-vehicle crashes in New York, US and Montreal, Canada},
  journal = {Safety Science},
  year = {2013},
  volume = {54},
  pages = {27-37},
  doi = {10.1016/j.ssci.2012.11.001}
}

@article{mohamed13motion-trr,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {Motion Prediction Methods for Surrogate Safety Analysis},
  journal = {Transportation Research Record},
  year = {2013},
  volume = {2386},
  pages = {168-178},
  note = {Presented at the 2013 Transportation Research Board Annual Meeting},
  doi = {10.3141/2386-19}
}

@article{saunier11creating,
  author = {N. Saunier and S. Midenet},
  title = {Creating ensemble classifiers through order and incremental data selection in a stream},
  journal = {Pattern Analysis & Applications},
  publisher = {Springer London},
  year = {2013},
  volume = {16},
  number = {3},
  pages = {333-347},
  doi = {10.1007/s10044-011-0263-5}
}

@article{st-aubin13automated,
  author = {P. St-Aubin and L. F. Miranda-Moreno and N. Saunier},
  title = {An Automated Surrogate Safety Analysis at Protected Highway Ramps Using Cross-Sectional and Before-After Video Data},
  journal = {Transportation Research Part C: Emerging Technologies},
  year = {2013},
  volume = {36},
  pages = {284-295},
  doi = {10.1016/j.trc.2013.08.015}
}

@article{st-aubin13roundabout-trr,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno and K. Ismail},
  title = {Use of Computer Vision Data for Detailed Driver Behavior Analysis and Trajectory Interpretation at Roundabouts},
  journal = {Transportation Research Record},
  year = {2013},
  volume = {2389},
  pages = {65-77},
  note = {Presented at the 2013 Transportation Research Board Annual Meeting},
  doi = {10.3141/2389-07}
}

@incollection{saunier13carsp,
  author = {N. Saunier},
  title = {Roundabout Safety in Quebec},
  booktitle = {The Safety Network - The Official Newsletter of the Canadian Association of Road Safety Professionals},
  publisher = {Canadian Association of Road Safety Professionals},
  year = {2013},
  volume = {4},
  pages = {7-10},
  url = {http://www.carsp.ca/documents/123}
}

@inproceedings{bilodeau13blss,
  author = {G.-A. Bilodeau and J.-P. Jodoin and N. Saunier},
  title = {Change Detection in Feature Space using Binary Local Self-Similarities},
  booktitle = {Canadian Conference on Computer and Robot Vision},
  year = {2013}
}

@inproceedings{burns13crash,
  author = {S. Burns and L. F. Miranda-Moreno and N. Saunier and K. Ismail},
  title = {Crash Severity Analysis at Roundabouts: A case study in Quebec, Canada},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2013},
  note = {13-4527}
}

@inproceedings{diallo13parking,
  author = {A. Diallo and C. Morency and N. Saunier},
  title = {Methodology of Parking Analysis},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2013},
  note = {13-2520}
}

@inproceedings{jackson13flexible,
  author = {S. Jackson and L. F. Miranda-Moreno and P. St-Aubin and N. Saunier},
  title = {A Flexible, Mobile Video Camera System and Open-Source Video Analysis Software for Road Safety and Behavioural Analysis},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2013},
  note = {13-3229. Accepted for publication in Transportation Research Record}
}

@inproceedings{mohamed13cmrsc,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {Classifying Profiles of Surrogate Safety Measures to Understand Collision Processes},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2013}
}

@inproceedings{mohamed13csce,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {The Influence of Motion Prediction Methods on Surrogate Safety Measures},
  booktitle = {Canadian Society for Civil Engineering Annual Conference},
  year = {2013}
}

@inproceedings{mohamed13motion,
  author = {M. Gomaa Mohamed and N. Saunier},
  title = {Motion Prediction Methods for Surrogate Safety Analysis},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2013},
  note = {13-4647. Accepted for publication in Transportation Research Record}
}

@inproceedings{rondier13cmrsc,
  author = {P. Rondier and F. Soto and M.-S. Cloutier and N. Saunier},
  title = {Méthodes de diagnostic de sécurité routière en milieu municipal: l'apport d'indicateurs médiatiques sur la perception des risques},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2013}
}

@inproceedings{saunier13analyse,
  author = {N. Saunier and A. Rabion},
  title = {Analyse d'interactions entre usagers motorisés et non-motorisés en présence de pistes cyclables: Cas d'étude à Montréal},
  booktitle = {Colloque International Francophone Piéton},
  year = {2013}
}

@inproceedings{st-aubin13roundabout,
  author = {P. St-Aubin and N. Saunier and L. F. Miranda-Moreno and K. Ismail},
  title = {Detailed Driver Behaviour Analysis and Trajectory Interpretation at Roundabouts using Computer Vision Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2013},
  note = {13-5255. Accepted for publication in Transportation Research Record}
}

@inproceedings{zangenehpour13bike-box,
  author = {S. Zangenehpour and L. F. Miranda-Moreno and N. Saunier},
  title = {Impact of Bicycle Boxes on Safety of Cyclists: a Case Study in Montreal},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2013},
  note = {13-2909}
}

@misc{saunier-wiki-datasets,
  author = {N. Saunier},
  title = {Wiki: Video-based transportation data collection, Free Online Datasets},
  howpublished = {\url{http://wiki.polymtl.ca/transport/index.php/VideoTracking\#Free_Online_Datasets}},
  year = {2013}
}

@techreport{hatzopoulou13a25,
  author = {M. Hatzopoulou and L. F. Miranda-Moreno and C. Morency and N. Saunier and Z. Patterson and M. Trépanier and A. Alam and A. Badran and J. Faucher and P. Gaudette and C. Harding and F. Martellozzo and M. Shekarrizfard},
  title = {Circulation et qualité de l'air, Parachèvement de l'Autoroute 25},
  school = {McGill University, Polytechnique Montréal and Concordia University},
  year = {2013},
  note = {Réalisé pour le compte de Transports Québec, 110 p.}
}

@techreport{saunier13municipal,
  author = {N. Saunier and F. Soto and M.-S. Cloutier and G. Dussault and P. Rondier and N. Eluru and L. F. Miranda-Moreno and P. Morency and F. Bellavance},
  title = {Projet pilote de diagnostic et plan d'action de sécurité routière en milieu municipal: Rapport d'étape 1},
  school = {Polytechnique Montréal et l'Institut National de la Recherche Scientifique},
  year = {2013},
  note = {Réalisé pour le compte de Transports Québec}
}

@article{khanloo11large-margin,
  author = {B. Y. S. Khanloo and F. Stefanus and M. Ranjbar and Z.-N. Li and N. Saunier and T. Sayed and G. Mori},
  title = {A Large Margin Framework for Single Camera Offline Tracking with Hybrid Cues},
  journal = {Computer Vision and Image Understanding},
  year = {2012},
  volume = {116},
  number = {6},
  pages = {676-689},
  doi = {10.1016/j.cviu.2012.01.004}
}

@article{li12pedestrian-data-trr,
  author = {S. Li and T. Sayed and M. H. Zaki and G. Mori and F. Stefanus and B. Khanloo and N. Saunier},
  title = {Automatic Collection Of Pedestrian Data Using Computer Vision Techniques},
  journal = {Transportation Research Record},
  year = {2012},
  volume = {2299},
  pages = {121-127},
  note = {Presented at the 2012 Transportation Research Board Annual Meeting},
  doi = {10.3141/2299-13}
}

@article{malinovskiy12bt-trr,
  author = {Y. Malinovskiy and N. Saunier and Y. Wang},
  title = {Pedestrian Travel Analysis Using Static Bluetooth Sensors},
  journal = {Transportation Research Record},
  year = {2012},
  volume = {2299},
  pages = {137-149},
  note = {Presented at the 2012 Transportation Research Board Annual Meeting},
  doi = {10.3141/2299-15}
}

@article{st-aubin12etude,
  author = {P. St-Aubin and L. F. Miranda-Moreno and N. Saunier},
  title = {Étude concernant l'utilisation d'une ligne continue de délimitation à gauche de la voie 1 (LCGV1) vis-à-vis des entrées et des sorties d'autoroutes},
  journal = {Routes et Transports},
  year = {2012},
  volume = {41},
  number = {1},
  pages = {14-16},
  url = {https://aqtr.com/association/actualites/etude-concernant-lutilisation-dune-ligne-continue-delimitation-gauche-voie-1-gcgv1-vis-vis-entrees}
}

@incollection{saunier11artificial,
  author = {N. Saunier and P. Edara and H. Baik},
  editor = {M. Chowdhury and A. W. Sadek and G. Abu-Lebdeh and J. McBride and B. Williams},
  title = {Transportation Safety Analysis},
  booktitle = {Artificial Intelligence Applications to Critical Transportation Issues},
  publisher = {Transportation Research Board},
  year = {2012},
  number = {E-C113},
  pages = {93-105},
  note = {ISSN 0097-8515},
  url = {http://onlinepubs.trb.org/onlinepubs/circulars/ec168.pdf}
}

@inproceedings{brosseau12infractions,
  author = {M. Brosseau and N. Saunier and K. Le Mouël and L. F. Miranda-Moreno},
  title = {The Impact of Traffic Lights on Dangerous Pedestrian Crossings and Violations: a Case Study in Montreal},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2012},
  note = {12-0941}
}

@inproceedings{li12pedestrian-data,
  author = {S. Li and T. Sayed and M. H. Zaki and G. Mori and F. Stefanus and B. Khanloo and N. Saunier},
  title = {Automatic Collection Of Pedestrian Data Using Computer Vision Techniques},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2012},
  note = {12-1675. Accepted for publication in Transportation Research Record}
}

@inproceedings{malinovskiy12bt,
  author = {Y. Malinovskiy and N. Saunier and Y. Wang},
  title = {Pedestrian Travel Analysis Using Static Bluetooth Sensors},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2012},
  note = {12-3270. Accepted for publication in Transportation Research Record}
}

@inproceedings{mohamed12injury-severity,
  author = {M. Gomaa Mohamed and N. Saunier and L. F. Miranda-Moreno and S. V. Ukkusuri},
  title = {A clustering regression approach: A comprehensive injury severity analysis of pedestrian-vehicle crashes in New York, US and Montreal, Canada.},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2012},
  note = {12-3285}
}

@inproceedings{paquette12integrating,
  author = {S. Paquette and C. Gagnon and N. Saunier and J. Bergeron and J. Nortier and G. Domon},
  title = {Integrating Landscape and Road Safety Issues for small Towns' Entry Routes},
  booktitle = {Environmental Concerns in Rights-of-Way Management, 10th International Symposium},
  year = {2012}
}

@inproceedings{st-aubin12driver-behaviour,
  author = {P. St-Aubin and L. F. Miranda-Moreno and N. Saunier},
  title = {A Surrogate Safety Analysis At Protected Freeway Ramps Using Cross-sectional And Before-after Video Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2012},
  note = {12-2955}
}

@techreport{brosseau12pavement,
  author = {M. Brosseau and A. Carrasquilla and N. Saunier},
  title = {Pavement Marking Retroreflectivity in Cold Regions: Survey of Practices},
  school = {CIRRELT},
  year = {2012},
  note = {Report CIRRELT-2012-67},
  url = {https://www.cirrelt.ca/DocumentsTravail/CIRRELT-2012-67.pdf}
}

@techreport{jodoin12background,
  author = {J.-P. Jodoin and G.-A. Bilodeau and N. Saunier},
  title = {Background subtraction based on Local Shape},
  school = {Ecole Polytechnique de Montreal},
  year = {2012},
  url = {http://arxiv.org/abs/1204.6326}
}

@techreport{miranda-moreno12lcgv1,
  author = {L. F. Miranda-Moreno and P. St-Aubin and N. Saunier},
  title = {Étude concernant l'utilisation d'une ligne continue de délimitation à gauche de la voie 1 (LCGV1) vis-à-vis des entrées et des sorties d'autoroutes},
  school = {Université McGill},
  year = {2012},
  note = {Réalisé pour le compte de Transports Québec},
  url = {http://www.bv.transports.gouv.qc.ca/mono/1136093.pdf}
}

@techreport{paquette12enjeux,
  author = {S. Paquette and N. Saunier and C. Gagnon and G. Domon and J. Bergeron and J. Nortier and S. Lacoste},
  title = {Enjeux de paysage et sécurité routière en contexte de traversée d'agglomération (EPSR)},
  school = {Chaire en paysage et environnement de l'Université de Montréal},
  year = {2012},
  note = {Réalisé pour le compte de Transports Québec},
  url = {http://www.bv.transports.gouv.qc.ca/mono/1135462.pdf}
}

@techreport{saunier12revue,
  author = {N. Saunier and M. Brosseau and A. Carrasquilla},
  title = {Revue de littérature et recensement auprès des administrations voisines sur l'existence d'une problématique de rétroréflexion et sur les moyens mis en place pour assurer une rétroréflexion d'une durée supérieure à une année},
  school = {Polytechnique Montréal},
  year = {2012},
  note = {Réalisé pour le compte de Transports Québec},
  url = {http://www.bv.transports.gouv.qc.ca/mono/1117677.pdf}
}

@article{ismail11methodologies-trr,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Methodologies for Aggregating Traffic Conflict Indicators},
  journal = {Transportation Research Record},
  year = {2011},
  volume = {2237},
  pages = {10-19},
  note = {Presented at the 2011 Transportation Research Board Annual Meeting},
  doi = {10.3141/2237-02}
}

@article{midenet11exposure,
  author = {S. Midenet and N. Saunier and F. Boillot},
  title = {Exposure to Lateral Collision in Signalized Intersections with Protected Left Turn under Different Traffic Control Strategies},
  journal = {Accident Analysis & Prevention},
  year = {2011},
  volume = {43},
  number = {6},
  pages = {1968-1978},
  doi = {10.1016/j.aap.2011.05.015}
}

@article{saunier11safety-mining-trr,
  author = {N. Saunier and N. Mourji and B. Agard},
  title = {Investigating Collision Factors by Mining Microscopic Data of Vehicle Conflicts and Collisions},
  journal = {Transportation Research Record},
  year = {2011},
  volume = {2237},
  pages = {41-50},
  note = {Presented at the 2011 Transportation Research Board Annual Meeting},
  doi = {10.3141/2237-05}
}

@article{saunier11stride-length-trr,
  author = {N. Saunier and A. El Husseini and K. Ismail and C. Morency and J.-M. Auberlet and T. Sayed},
  title = {Pedestrian Stride Frequency and Length Estimation in Outdoor Urban Environments using Video Sensors},
  journal = {Transportation Research Record},
  year = {2011},
  volume = {2264},
  pages = {138-147},
  note = {Presented at the 2011 Transportation Research Board Annual Meeting},
  doi = {10.3141/2264-16}
}

@inproceedings{ismail11methodologies,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Methodologies for Aggregating Traffic Conflict Indicators},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2011},
  note = {11-1339. Accepted for publication in Transportation Research Record}
}

@inproceedings{locart11analyses,
  author = {C. Locart and B. Agard and N. Saunier},
  title = {Analyses spatiales d'un réseau de distribution de points de vente: application à une entreprise canadienne de meubles distribués aux États-Unis},
  booktitle = {9^eme Congrès International de Génie Industriel},
  year = {2011}
}

@inproceedings{morency11enhancing,
  author = {C. Morency and M. Trépanier and N. Saunier and J.-P. Akélaguélo},
  title = {Enhancing the value of an incidents database with an interactive visualization tool},
  booktitle = {T&DI Congress 2011: Integrated Transportation and Development for a Better Tomorrow. Proceedings of the First T&DI Congress 2011},
  year = {2011},
  doi = {10.1061/41167(398)115}
}

@inproceedings{saunier11comparing,
  author = {N. Saunier and C. Morency},
  title = {Comparing data from mobile and static traffic sensors for travel time assessment},
  booktitle = {T&DI Congress 2011: Integrated Transportation and Development for a Better Tomorrow. Proceedings of the First T&DI Congress 2011},
  year = {2011},
  doi = {10.1061/41167(398)113}
}

@inproceedings{saunier11safety-mining,
  author = {N. Saunier and N. Mourji and B. Agard},
  title = {Investigating Collision Factors by Mining Microscopic Data of Vehicle Conflicts and Collisions},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2011},
  note = {Accepted for publication in Transportation Research Record. 11-0117}
}

@inproceedings{saunier11stride-length,
  author = {N. Saunier and A. El Husseini and K. Ismail and C. Morency and J.-M. Auberlet and T. Sayed},
  title = {Pedestrian Stride Frequency and Length Estimation in Outdoor Urban Environments using Video Sensors},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2011},
  note = {Accepted for publication in Transportation Research Record. 11-0495}
}

@inproceedings{saunier11using,
  author = {N. Saunier and N. Mourji and B. Agard},
  title = {Using Data Mining Techniques to Understand Collision Processes},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2011},
  note = {Published as Technical report CIRRELT-2011-32}
}

@inproceedings{st-aubin11analysis,
  author = {P. St-Aubin and L. F. Miranda-Moreno and N. Saunier},
  title = {Analysis of Driver Behaviour and Collision Risks for Specialized Lane Markings: Protected Freeway Entrance and Exit Ramps},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2011},
  note = {First prize of the Canadian Association of Road Safety Professionals/Insurance Bureau of Canada 2011 Student Paper Competition}
}

@inproceedings{verreault11tp,
  author = {H. Verreault and C. Morency and N. Saunier},
  title = {Des espions GPS au service de la gestion des réseaux},
  booktitle = {Dixièmes rencontres francophones Est-Ouest de socio-économie des transports},
  year = {2011}
}

@techreport{morency11tp,
  author = {C. Morency and M. Trépanier and N. Saunier},
  title = {Évaluation des enjeux analytiques et des potentialités des données de temps de parcours pour mesurer la fiabilité du réseau routier montréalais, Rapport final},
  school = {École Polytechnique de Montréal},
  year = {2011},
  note = {Projet R.612, parrainé par Service de la modélisation des systèmes de transport, Direction générale des politiques et de la sécurité en transport et Service de la planification et des stratégies d'intervention, Direction générale de Montréal et de l'Ouest, Transport Québec},
  url = {http://www.bv.transports.gouv.qc.ca/mono/1108825.pdf}
}

@techreport{paquette11enjeux,
  author = {S. Paquette and C. Gagnon and G. Domon and N. Saunier and J. Nortier and J. Bergeron},
  title = {Enjeux de paysage et sécurité routière en contexte de traversée d'agglomération. Activité 1, Mise à jour des connaissances, des bonnes pratiques et des expériences exemplaires},
  school = {Chaire en paysage et environnement de l'Université de Montréal},
  year = {2011},
  note = {Réalisé pour le compte de Transports Québec}
}

@article{ismail10automated-trr,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Automated Analysis Of Pedestrian-vehicle Conflicts: Context For Before-and-after Studies},
  journal = {Transportation Research Record},
  year = {2010},
  volume = {2198},
  pages = {52-64},
  note = {Presented at the 2010 Transportation Research Board Annual Meeting},
  doi = {10.3141/2198-07}
}

@article{saunier10large-scale-trr,
  author = {N. Saunier and T. Sayed and K. Ismail},
  title = {Large Scale Automated Analysis of Vehicle Interactions and Collisions},
  journal = {Transportation Research Record},
  year = {2010},
  volume = {2147},
  pages = {42-50},
  note = {Presented at the 2010 Transportation Research Board Annual Meeting},
  doi = {10.3141/2147-06}
}

@book{saunier10thesis-book,
  author = {N. Saunier},
  title = {Incidence de la régulation d'un carrefour à feux sur le risque routier},
  publisher = {Editions Universitaires Européennes},
  year = {2010},
  note = {ISBN 978-613-1-51538-5},
  url = {http://www.amazon.ca/Incidence-Rgulation-Carrefour-Risque-Routier/dp/6131515387/ref=sr_1_1?s=books&ie=UTF8&qid=1281815048&sr=1-1}
}

@inproceedings{ismail10automated,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Automated Analysis Of Pedestrian-vehicle Conflicts: A Context For Before-and-after Studies},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2010},
  note = {10-3739. Accepted for publication in Transportation Research Record}
}

@inproceedings{ismail10automated-cmrsc,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Automated Safety Analysis Using Video Sensors: Technology and Case Studies},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2010},
  note = {First prize of the Canadian Association of Road Safety Professionals/Insurance Bureau of Canada 2010 Student Paper Competition}
}

@inproceedings{ismail10calibration,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Camera Calibration for Urban Traffic Scenes: Practical Issues and a Robust Approach},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2010},
  note = {10-2715}
}

@inproceedings{khanloo10max-margin,
  author = {B. Y. S. Khanloo and F. Stefanus and M. Ranjbar and Z.-N. Li and N. Saunier and T. Sayed and G. Mori},
  title = {Max-Margin Offline Pedestrian Tracking with Multiple Cues},
  booktitle = {Canadian Conference on Computer and Robot Vision},
  publisher = {IEEE},
  year = {2010},
  doi = {10.1109/CRV.2010.52}
}

@inproceedings{saunier10large-scale,
  author = {N. Saunier and T. Sayed and K. Ismail},
  title = {Large Scale Automated Analysis of Vehicle Interactions and Collisions},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2010},
  note = {10-4059. Accepted for publication in Transportation Research Record}
}

@inproceedings{sayed10advances,
  author = {T. Sayed and N. Saunier and G. Lovegrove and P. de Leur},
  title = {Advances in Proactive Road Safety Planning},
  booktitle = {Canadian Multidisciplinary Road Safety Conference},
  year = {2010},
  url = {http://n.saunier.free.fr/saunier/stock/sayed10advances.pdf}
}

@misc{saunier10ictct,
  author = {N. Saunier and J.-M. Auberlet and M.-A. Granié},
  title = {A Study of Pedestrian Crossing Behaviour Using Video Sensors},
  howpublished = {Poster at the $23^{rd}$ International Cooperation on Theories and Concepts in Traffic safety (ICTCT), The Hague},
  year = {2010}
}

@techreport{saunier10system,
  author = {N. Saunier and S. Midenet},
  title = {Automatic Estimation of the Exposure to Lateral Collision in Signalized Intersections using Video Sensors},
  school = {arXiv},
  year = {2010},
  url = {http://arxiv.org/abs/1012.4776v1}
}

@article{ismail09conflicts-trr,
  author = {K. Ismail and T. Sayed and N. Saunier and C. Lim},
  title = {Automated Analysis of Pedestrian-Vehicle Conflicts using Video Data},
  journal = {Transportation Research Record},
  year = {2009},
  volume = {2140},
  pages = {44-54},
  note = {presented at the 2009 Transportation Research Board Annual Meeting},
  doi = {10.3141/2140-05}
}

@inproceedings{ismail09automated,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Automated Collection Of Pedestrian Data Using Computer Vision Techniques},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2009},
  note = {09-1122}
}

@inproceedings{ismail09automated-tac,
  author = {K. Ismail and T. Sayed and N. Saunier},
  title = {Automated Pedestrian Safety Analysis Using Video Data in the Context of Scramble Phase Intersections},
  booktitle = {Transportation Association of Canada Conference and Exhibition},
  year = {2009}
}

@inproceedings{ismail09conflicts,
  author = {K. Ismail and T. Sayed and N. Saunier and C. Lim},
  title = {Automated Analysis of Pedestrian-Vehicle Conflicts using Video Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2009},
  note = {09-3743. Accepted for publication in Transportation Research Record}
}

@inproceedings{saunier09performance,
  author = {N. Saunier and T. Sayed and K. Ismail},
  title = {An Object Assignment Algorithm for Tracking Performance Evaluation},
  booktitle = {Eleventh IEEE International Workshop on Performance Evaluation of Tracking and Surveillance (PETS 2009)},
  year = {2009},
  pages = {9-16}
}

@inproceedings{saunier09tksp,
  author = {N. Saunier and T. Sayed},
  title = {A Prototype System for Truck Signal Priority using Video Sensors},
  booktitle = {Transportation Association of Canada Conference and Exhibition},
  year = {2009}
}

@misc{saunier09tksp-ite,
  author = {N. Saunier and W. Kang},
  title = {Truck Signal Priority},
  howpublished = {Presentation at the ITE Quad Conference, Vancouver},
  year = {2009}
}

@techreport{saunier09automated,
  author = {N. Saunier and K. Ismail and T. Sayed},
  title = {Automated Road Safety Analysis: Video-based Road User Classification},
  school = {University of British Columbia},
  year = {2009}
}

@techreport{saunier09camera-icbc,
  author = {N. Saunier and K. Ismail and T. Sayed},
  title = {Camera Calibration for Automated Road Safety Analysis using Video Sensors},
  school = {University of British Columbia},
  year = {2009}
}

@techreport{tarko09surrogate,
  author = {A. P. Tarko and G. A. Davis and N. Saunier and T. Sayed and S. Washington},
  title = {Surrogate Measures of Safety},
  school = {ANB20(3) Subcommittee on Surrogate Measures of Safety},
  year = {2009},
  url = {http://nicolas.saunier.confins.net/stock/tarko09surrogate.pdf}
}

@article{saunier08probabilistic-framework-trr,
  author = {N. Saunier and T. Sayed},
  title = {A Probabilistic Framework for Automated Analysis of Exposure to Road Collisions},
  journal = {Transportation Research Record},
  year = {2008},
  volume = {2083},
  pages = {96-104},
  note = {Presented at the 2008 Transportation Research Board Annual Meeting},
  doi = {10.3141/2083-11}
}

@inproceedings{saunier08probabilistic-framework,
  author = {N. Saunier and T. Sayed},
  title = {A Probabilistic Framework for the Automated Analysis of the Exposure to Road Collision},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2008},
  note = {08-2916. Accepted for publication in Transportation Research Record}
}

@misc{saunier08cite,
  author = {N. Saunier and T. Sayed},
  title = {Vision-Based Road Safety Analysis},
  howpublished = {Presentation at the Canadian Institute of Transportation Engineers (CITE) Annual Conference, Victoria},
  year = {2008}
}

@techreport{saunier08truck,
  author = {N. Saunier and W. Kang and T. Sayed and C. Lim},
  title = {Truck Signal Priority},
  school = {Bureau of Intelligent Transportation Systems and Freight Security, University of British Columbia},
  year = {2008}
}

@article{saunier07automated-trr,
  author = {N. Saunier and T. Sayed},
  title = {Automated Road Safety Analysis Using Video Data},
  journal = {Transportation Research Record},
  year = {2007},
  volume = {2019},
  pages = {57-64},
  note = {Presented at the 2007 Transportation Research Board Annual Meeting},
  doi = {10.3141/2019-08}
}

@inproceedings{saunier07automated,
  author = {N. Saunier and T. Sayed},
  title = {Automated Road Safety Analysis Using Video Data},
  booktitle = {Transportation Research Board Annual Meeting},
  year = {2007},
  note = {07-0211. Accepted for publication in Transportation Research Record}
}

@inproceedings{saunier07probabilistic,
  author = {N. Saunier and T. Sayed and C. Lim},
  title = {Probabilistic Collision Prediction for Vision-Based Automated Road Safety Analysis},
  booktitle = {The 10^th International IEEE Conference on Intelligent Transportation Systems},
  publisher = {IEEE},
  year = {2007},
  pages = {872-878},
  doi = {10.1109/ITSC.2007.4357793}
}

@inproceedings{saunier06clustering,
  author = {N. Saunier and T. Sayed},
  title = {Clustering Vehicle Trajectories with Hidden Markov Models. Application to Automated Traffic Safety Analysis},
  booktitle = {International Joint Conference on Neural Networks},
  publisher = {IEEE},
  year = {2006},
  pages = {4132-4138},
  doi = {10.1109/IJCNN.2006.246960}
}

@inproceedings{saunier06feature-based,
  author = {N. Saunier and T. Sayed},
  title = {A feature-based tracking algorithm for vehicles in intersections},
  booktitle = {Canadian Conference on Computer and Robot Vision},
  publisher = {IEEE},
  year = {2006},
  doi = {10.1109/CRV.2006.3}
}

@misc{saunier06its-canada,
  author = {N. Saunier and T. Sayed},
  title = {Vehicle Trajectories Clustering with Dynamic Bayesian Networks for Traffic Safety Analysis},
  howpublished = {Presentation at the ITS Canada Conference, Whistler},
  year = {2006}
}

@techreport{saunier06automated,
  author = {N. Saunier and T. Sayed},
  title = {Automated Road Safety Analysis Using Video Sensors},
  school = {University of British Columbia},
  year = {2006}
}

@phdthesis{saunier05thesis,
  author = {N. Saunier},
  title = {Incidence de la régulation d'un carrefour à feux sur le risque des usagers. Apprentissage d'indicateurs par sélection de données dans un flux},
  school = {ENST Paris},
  year = {2005},
  note = {ENST 2005 E 011},
  url = {http://tel.archives-ouvertes.fr/tel-00009447/fr/}
}

@article{saunier04cooperation-ntic,
  author = {N. Saunier and S. Midenet and A. Grumbach},
  title = {Coopération entre système d'inférence et système de reconnaissance; Détection de situations dangereuses dans un carrefour à feux},
  journal = {Génie Logiciel},
  year = {2004},
  volume = {71},
  pages = {20-24},
  url = {http://www.refdoc.fr/Detailnotice?idarticle=8370208}
}

@inproceedings{saunier04apprentissage-incremental,
  author = {N. Saunier and S. Midenet and A. Grumbach},
  editor = {M. Liquière and M. Sebban},
  title = {Apprentissage incrémental par sélection de données dans un flux pour une application de sécurité routière},
  booktitle = {Conférence d'Apprentissage},
  publisher = {PUG},
  year = {2004},
  pages = {239-251}
}

@inproceedings{saunier04stream-based-learning,
  author = {N. Saunier and S. Midenet and A. Grumbach},
  editor = {E. Onaindia and S. Staab},
  title = {Stream-based Learning through Data Selection in a Road Safety Application},
  booktitle = {STAIRS 2004, Proceedings of the Second Starting AI Researchers' Symposium},
  publisher = {IOS Press},
  year = {2004},
  volume = {109},
  pages = {107-117}
}

@inproceedings{saunier03automatic-detection,
  author = {N. Saunier and S. Midenet and A. Grumbach},
  title = {Automatic detection of vehicle interactions in a signalized intersection},
  booktitle = {16^th International Cooperation on Theories and Concepts in Traffic Safety Workshop},
  year = {2003},
  url = {https://www.ictct.net/wp-content/uploads/16-Amersfoort-2003/ictct_document_nr_160_Saunier.pdf}
}

@misc{saunier01mondes-virtuels,
  author = {N. Saunier},
  title = {Interactions Multimodales et Mondes Virtuels},
  howpublished = {Mémoire de $3^{\grave{e}me}$ année à l'ENST, Paris},
  year = {2001}
}

@misc{saunier00atr,
  author = {N. Saunier},
  title = {Automatic adaptation of learning parameters in reinforcement learning},
  howpublished = {Internship report, ATR International, Japan},
  year = {2000}
}

@misc{bilinski11trajectory-management,
  author = {P. Bilinski and N. Saunier},
  title = {Trajectory Management and Analysis Library},
  howpublished = {Online},
  year = {2011-2020},
  note = {Software under the open-source MIT License},
  url = {https://bitbucket.org/trajectories/trajectorymanagementandanalysis/}
}

@misc{saunier11traffic-intelligence,
  author = {N. Saunier},
  title = {Traffic Intelligence},
  howpublished = {Online},
  year = {2011-2024},
  note = {Software under the open-source MIT License},
  url = {https://bitbucket.org/Nicolas/trafficintelligence}
}