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Aurélie Labbe

Professor,  Department of Decision Sciences


Aurélie Labbe

Contact information

HEC Montréal
3000, chemin de la Côte-Sainte-Catherine
Montréal (Québec)
Canada H3T 2A7

Email: aurelie.labbe@hec.ca
Phone: 514 340-3181
Secretary: 514 340-6472
Fax: 514 340-5634
Office: 4.821

Personal page

Education

  • Doctorat (statistique), University of Waterloo
  • Maîtrise (statistique), Université de Montréal
  • Licence (mathématiques appliquées et sciences sociales), Université Paris-Dauphine
  • Licence (mathématiques pures), Université Versailles-St Quentin

This publication selection covers the last five years.


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Journal articles (48)


JAMSHIDI, Afshin, PELLETIER, Jean-Pierre, LABBE, Aurélie, ABRAM, François, MARTEL-PELLETIER, Johanne, DROIT, Arnaud; « Machine learning-based individualized survival prediction model for total knee replacement in osteoarthritis: Data from the Osteoarthritis Initiative », Arthritis Care and Research, 2022 (status : online).

ALAKUS, Cansu, LAROCQUE, Denis, JACQUEMONT, Sébastien, BARLAAM, Fanny, MARTIN, Charles-Olivier, AGBOGBA, Kristian, LIPPÉ, Sarah, LABBE, Aurélie; « Conditional canonical correlation estimation based on covariates with random forests », Bioinformatics, vol. 37, no 17, 2021, p. 2714-2721.

STIPANCIC, Joshua, ST-AUBIN, Paul, LEDEZMA-NAVARRO, Bismarck, LABBE, Aurélie, SAUNIER, Nicolas, MIRANDA-MORENO, Luis; « Evaluating safety-influencing factors at stop-controlled intersections using automated video analysis », Journal of Safety Research, vol. 77, 2021, p. 311-323.

FAGEERA, Weam, CHAUMETTE, Boris, FORTIER, Marie-Ève, GRIZENKO, Natalie, LABBE, Aurélie, SENGUPTA, Sarojini, JOOBER, Ridha; « Association between COMT methylation and response to treatment in children with ADHD », Journal of Psychiatric Research, vol. 135, 2021, p. 86-93.

HUGUET, Guillaume, SCHRAMM, Catherine, DOUARD, Elise, TAMER, Petra, MAIN, Antoine, MONIN, Pauline, ENGLAND, Jade, JIZI, Khadije, RENNE, Thomas, POIRIER, Myriam, NOWAK, Sabrina, MARTIN, Charles-Olivier, YOUNIS, Nadine, KNOTH, Inga Sophia, MARTINEAU, Jean-Louis, SACI, Zohra, AUGER, Maude, TIHY, Frédérique, MATHONNET, Géraldine, MAFTEI, Catalina, LÉVEILLÉ, France, PORTEOUS, David, DAVIES, Gail, REDMOND, Paul, HARRIS, Sarah E., HILL, W. David, LEMYRE, Emmanuelle, SCHUMANN, Gunter, BOURGERON, Thomas, PAUSOVA, Zdenka, PAUS, Tomas, KARAMA, Sherif, LIPPÉ, Sarah, DEARY, Ian J, ALMASY, Laura, LABBE, Aurélie, GLAHN, David C., M.T. GREENWOOD, Celia, JACQUEMONT, Sébastien; « Genome-wide analysis of gene dosage in 24,092 individuals estimates that 10,000 genes modulate cognitive ability », Molecular Psychiatry, vol. 26, no 6, 2021, p. 2663-2676.

DOUARD, Elise, ZERIBI, Abderrahim, SCHRAMM, Catherine, TAMER, Petra, LOUM, Mor Absa, NOWAK, Sabrina, SACI, Zohra, LORD, Marie-Pier, RODRÍGUEZ-HERREROS, Borja, MARTINEAU, Jean-Louis, MOREAU, Clara, MOREAU, Clara, LOTH, Eva, SCHUMANN, Gunter, PAUSOVA, Zdenka, ELSABBAGH, Mayada, ALMASY, Laura, GLAHN, David C., BOURGERON, Thomas, LABBE, Aurélie, PAUS, Tomas, MOTTRON, Laurent, M.T. GREENWOOD, Celia, HUGUET, Guillaume, JACQUEMONT, Sébastien; « Effect Sizes of Deletions and Duplications on Autism Risk Across the Genome », American Journal of Psychiatry, vol. 178, no 1, 2021, p. 87-98.

ZHAO, Kaiqiong, OUALKACHA, Karim, LAKHAL‐CHAIEB, Lajmi, LABBE, Aurélie, KLEIN OROS, Kathleen, CIAMPI, Antonio, HUDSON, Marie, COLMEGNA, Ines, PASTINEN, Tomi, ZHANG, Tieyuan, DALEY, Denise, M.T. GREENWOOD, Celia; « A novel statistical method for modeling covariate effects inbisulfite sequencing derived measures of DNA methylation », Biometrics, vol. 77, no 2, 2021, p. 424-438.

LESSA BENEDET, Andréa, LEUZY, Antoine, PASCOAL, Tharick A., ASHTON, Nicholas J., MATHOTAARACHCHI, Sulantha, SAVARD, Mélissa, THERRIAULT, Joseph, KANG, Min Su, CHAMOUN, Mira, SCHÖLL, Michael, RIGON ZIMMER, Eduardo, GAUTHIER, Serge, LABBE, Aurélie, ZETTERBERG, Henrik, ROSA NETO, Pedro, BLENNOW, Kaj; « Stage-specific links between plasma neurofilament light and imaging biomarkers of Alzheimer’s disease », Brain, vol. 143, no 12, 2020, p. 3793-3804.

SCHRAMM, Catherine, JACQUEMONT, Sébastien, OUALKACHA, Karim, LABBE, Aurélie, M.T. GREENWOOD, Celia; « KSPM: A Package For Kernel Semi-Parametric Models », The R Journal, vol. 12, no 2, 2020, p. 189-208.

STIPANCIC, Joshua, MIRANDA-MORENO, Luis, STRAUSS, Jillian, LABBE, Aurélie; « Pedestrian safety at signalized intersections: Modelling spatial effects of exposure, geometry and signalization on a large urban network », Accident Analysis & Prevention, vol. 134, 2020, p. 1-11.

MOREAU, Clara, URCHS, Sebastian G. W., KULDEEP, Kumar, ORBAN, Pierre, SCHRAMM, Catherine, DUMAS, Guillaume, LABBE, Aurélie, HUGUET, Guillaume, DOUARD, Elise, QUIRION, Pierre-Olivier, LIN, Amy, KUSHAN-WELLS, Leila, GROT, Stephanie, LUCK, David, MENDREK, Adrianna, POTVIN, Stéphane, STIP, Emmanuel, BOURGERON, Thomas, EVANS, Alan, BEARDEN, Carrie E., BELLEC, Pierre, JACQUEMONT, Sébastien; « Mutations associated with neuropsychiatric conditions delineate functional brain connectivity dimensions contributing to autism and schizophrenia », Nature Communications, vol. 11, 2020, p. 1-12.

JAMSHIDI, Afshin, LECLERCQ, Mickael, LABBE, Aurélie, PELLETIER, Jean-Pierre, ABRAM, François, DROIT, Arnaud, MARTEL-PELLETIER, Johanne; « Identification of the most important features of knee osteoarthritis structural progressors using machine learning methods », Therapeutic Advances in Musculoskeletal Disease, vol. 12, 2020, p. 1-12.

MCGREGOR, Kevin, LABBE, Aurélie, M.T. GREENWOOD, Celia; « MDiNE: a model to estimate differential co-occurrence networks in microbiome studies », Bioinformatics, vol. 36, no 6, 2020, p. 1840-1847.

THALER, Lea, BRASSARD, Sarah, BOOIJ, Linda, KAHAN, Esther, MCGREGOR, Kevin, LABBE, Aurélie, ISRAEL, Mimi, STEIGER, Howard; « Methylation of the OXTR gene in women with anorexia nervosa: Relationship to social behavior », European Eating Disorders Review, vol. 28, no 1, 2020, p. 79-86.

SHOKOOHI, Farhad, STEPHENS, David A., BOURQUE, Guillaume, PASTINEN, Tomi, M.T. GREENWOOD, Celia, LABBE, Aurélie; « A hidden markov model for identifying differentially methylated sites in bisulfite sequencing data », Biometrics, vol. 75, no 1, 2019, p. 210-221.

STEIGER, Howard, BOOIJ, Linda, KAHAN, Esther, MCGREGOR, Kevin, THALER, Lea, FLETCHER, Émilie, LABBE, Aurélie, JOOBER, Ridha, ISRAEL, Mimi, SZYF, Moshe, AGELLON, Luis B., GAUVIN, Lise, ST-HILAIRE, Annie, ROSSI, Erika; « A longitudinal, epigenome-wide study of DNA methylation in anorexia nervosa: results in actively ill, partially weight-restored, long-term remitted and non-eating-disordered women », Journal of Psychiatry and Neuroscience, vol. 44, no 3, 2019, p. 205-213.

STIPANCIC, Joshua, MIRANDA-MORENO, Luis, LABBE, Aurélie, SAUNIER, Nicolas; « Measuring and visualizing space–time congestion patterns in an urban road network using large-scale smartphone-collected GPS data », Transportation Letters: the International Journal of Transportation Research, vol. 11, no 7, 2019, p. 391-401.

STIPANCIC, Joshua, MIRANDA-MORENO, Luis, SAUNIER, Nicolas, LABBE, Aurélie; « Network screening for large urban road networks: Using GPS data and surrogate measures to model crash frequency and severity », Accident Analysis & Prevention, vol. 125, 2019, p. 290-301.

LESSA BENEDET, Andréa, ASHTON, Nicholas J., PASCOAL, Tharick A., LEUZY, Antoine, MATHOTAARACHCHI, Sulantha, KANG, Min Su, THERRIAULT, Joseph, SAVARD, Mélissa, CHAMOUN, Mira, SCHÖLL, Michael, RIGON ZIMMER, Eduardo, GAUTHIER, Serge, LABBE, Aurélie, ZETTERBERG, Henrik, BLENNOW, Kaj, ROSA NETO, Pedro; « Plasma neurofilament light associates with Alzheimer's disease metabolic decline in amyloid-positive individuals », Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, vol. 11, 2019, p. 679-689.

VILLANDRÉ, Luc, LABBE, Aurélie, BRENNER, Bluma, IBANESCU, Ruxandra-Ilinca, ROGER, Michel, STEPHENS, David A.; « Assessing the role of transmission chains in the spread of HIV-1 among men who have sex with men in Quebec, Canada », PLoS One, vol. 14, no 3, 2019, p. 1-16.

JACQUES, Claudine, COURCHESNE, Valérie, S. MEILLEUR, Andrée-Anne, MINEAU, Suzanne, FERGUSON, Stephanie, COUSINEAU, Dominique, LABBE, Aurélie, DAWSON, Michelle, MOTTRON, Laurent; « What interests young autistic children? An exploratory study of object exploration and repetitive behavior », PLoS One, vol. 13, no 12, 2018, p. 1-17.

SENGUPTA, Sarojini, FOTOPOULOS, Nellie, DEVENYI, Gabriel A, FORTIER, Marie-Ève, TER-STEPANIAN, Marina, SAGLIKER, Saba, KARAMA, Sherif, CHAKRAVARTY, Mallar, LABBE, Aurélie, GRIZENKO, Natalie, JOOBER, Ridha; « Dissecting genetic cross-talk between ADHD and other neurodevelopmental disorders: Evidence from behavioural, pharmacological and brain imaging investigations », Psychiatry Research, vol. 269, 2018, p. 652-657.

VILLANDRÉ, Luc, LABBE, Aurélie, BRENNER, Bluma, ROGER, Michel, STEPHENS, David A.; « DM-PhyClus: a Bayesian phylogenetic algorithm for infectious disease transmission cluster inference », BMC Bioinformatics, vol. 19, no 324, 2018, p. 1-16.

HUGUET, Guillaume, SCHRAMM, Catherine, DOUARD, Elise, JIANG, Lai, LABBE, Aurélie, TIHY, Frédérique, MATHONNET, Géraldine, NIZARD, Sonia, LEMYRE, Emmanuelle, MATHIEU, Alexandre, POLINE, Jean-Baptiste, LOTH, Eva, TORO, Roberto, SCHUMANN, Gunter, CONROD, Patricia, PAUSOVA, Zdenka, M.T. GREENWOOD, Celia, PAUS, Tomas, BOURGERON, Thomas, JACQUEMONT, Sébastien; « Measuring and Estimating the Effect Sizes of Copy Number Variants on General Intelligence in Community-Based Samples », JAMA Psychiatry, vol. 75, no 5, 2018, p. 447-457.

FAGEERA, Weam, SENGUPTA, Sarojini, LABBE, Aurélie, GRIZENKO, Natalie, JOOBER, Ridha; « DRD3 Gene and ADHD: A Pharmaco-Behavioural Genetic Study », NeuroMolecular Medicine, vol. 20, no 4, 2018, p. 515-524.

TURGEON, Maxime, OUALKACHA, Karim, CIAMPI, Antonio, MIFTAH, Hanane, DEHGHAN, Golsa, ZANKE, Brent W., LESSA BENEDET, Andréa, ROSA NETO, Pedro, M.T. GREENWOOD, Celia, LABBE, Aurélie; « Principal component of explained variance: An efficient and optimal data dimension reduction framework for association studies », Statistical Methods in Medical Research, vol. 27, no 5, 2018, p. 1331-1350.

LESSA BENEDET, Andréa, YU, Lei, LABBE, Aurélie, MATHOTAARACHCHI, Sulantha, PASCOAL, Tharick A., SHIN, Monica, KANG, Min Su, GAUTHIER, Serge, ROULEAU, Guy, POIRIER, Judes, BENNETT, David A., ROSA NETO, Pedro; « CYP2C19 variant mitigates Alzheimer disease pathophysiology in vivo and postmortem », Neurology : Genetics, vol. 4, no 1, 2018, p. 1-9.

FAGEERA, Weam, TRAICU, Alexandru, SENGUPTA, Sarojini, FORTIER, Marie-Ève, CHOUDHRY, Zia, LABBE, Aurélie, GRIZENKO, Natalie, JOOBER, Ridha; « Placebo response and its determinants in children with ADHD across multiple observers and settings: A randomized clinical trial », International Journal of Methods in Psychiatric Research, vol. 27, no 1, 2018, p. 1-10.

STIPANCIC, Joshua, MIRANDA-MORENO, Luis, SAUNIER, Nicolas, LABBE, Aurélie; « Surrogate safety and network screening: Modelling crash frequency using GPS travel data and latent Gaussian Spatial Models », Accident Analysis & Prevention, vol. 120, 2018, p. 174-187.

PANA, Raluca, LABBE, Aurélie, DUBEAU, François, KOBAYASHI, Eliane; « Evaluation of the "non-epileptic" patient in a tertiary center epilepsy clinic », Epilepsy and behaviour, vol. 79, 2018, p. 100-105.

FOREST, Marie, ITURRIA-MEDINA, Yasser, GOLDMAN, Jennifer S., KLEINMAN, Claudia L., LOVATO, Amanda, KLEIN OROS, Kathleen, EVANS, Alan, CIAMPI, Antonio, LABBE, Aurélie, M.T. GREENWOOD, Celia; « Gene networks show associations with seed region connectivity », Human Brain Mapping, vol. 38, no 6, 2017, p. 3126-3140.


PASCOAL, Tharick A., MATHOTAARACHCHI, Sulantha, SHIN, Monica, LESSA BENEDET, Andréa, MOHADES, Sara, WANG, Seqian, BEAUDRY, Thomas, KANG, Min Su, SOUCY, Jean-Paul, LABBE, Aurélie, GAUTHIER, Serge, ROSA NETO, Pedro; « Synergistic interaction between amyloid and tau predicts the progression to dementia », Alzheimer's and Dementia: The Journal of the Alzheimer's Association, vol. 13, no 6, 2017, p. 644-653.

PASCOAL, Tharick A., MATHOTAARACHCHI, Sulantha, MOHADES, Sara, LESSA BENEDET, Andréa, CHUNG, Chang Oh, SHIN, Monica, WANG, Seqian, BEAUDRY, Thomas, KANG, Min Su, SOUCY, Jean-Paul, LABBE, Aurélie, GAUTHIER, Serge, ROSA NETO, Pedro; « Amyloid-β and hyperphosphorylated tau synergy drives metabolic decline in preclinical Alzheimer's disease », Molecular Psychiatry, vol. 22, no 2, 2017, p. 306-311.

O. HUANG, Lam, INFANTE-RIVARD, Claire, LABBE, Aurélie; « Analysis of case‑parent trios for imprinting effect using a loglinear model with adjustment for sex‑of‑parent‑specifc transmission ratio distortion », Human Genetics, vol. 136, no 8, 2017, p. 951-961.

DUCHARME, Simon, ALBAUGH, Matthew, NGUYEN, Tuong-Vi, HUDZIAK, James J, MATEOS PÉREZ, José María, LABBE, Aurélie, EVANS, Alan, KARAMA, Sherif; « Trajectories of cortical thickness maturation in normal brain development--The importance of quality control procedures », NeuroImage, vol. 125, 2016, p. 267-279.

MATHOTAARACHCHI, Sulantha, WANG, Seqian, SHIN, Monica, PASCOAL, Tharick A., LESSA BENEDET, Andréa, KANG, Min Su, BEAUDRY, Thomas, FONOV, Vladimir S., GAUTHIER, Serge, LABBE, Aurélie, ROSA NETO, Pedro; « VoxelStats: A MATLAB Package for Multi-Modal Voxel-Wise Brain Image Analysis », Frontiers in Neuroinformatics, vol. 10, no 20, 2016.

MCGREGOR, Kevin, BERNATSKY, Sasha, COLMEGNA, Ines, HUDSON, Marie, PASTINEN, Tomi, LABBE, Aurélie, M.T. GREENWOOD, Celia; « An evaluation of methods correcting for cell-type heterogeneity in DNA methylation studies », Genome Biology, vol. 17, no 84, 2016.

STEIGER, Howard, THALER, Lea, GAUVIN, Lise, JOOBER, Ridha, LABBE, Aurélie, ISRAEL, Mimi, KUCER, Audrey; « Epistatic interactions involving DRD2, DRD4, and COMT polymorphisms and risk of substance abuse in women with binge-purge eating disturbances », Journal of Psychiatric Research, vol. 77, 2016, p. 8-14.

DUBOIS, Jonathan M., ROUSSET, Olivier, ROWLEY, Jared, PORRAS-BETANCOURT, Manuel, READER, Andrew, LABBE, Aurélie, MASSARWEH, Gassan, SOUCY, Jean-Paul, ROSA NETO, Pedro, KOBAYASHI, Eliane; « Characterization of age/sex and the regional distribution of mGluR5 availability in the healthy human brain measured by high-resolution [(11)C]ABP688 PET », European Journal of Nuclear Medicine and Molecular Imaging, vol. 43, no 1, 2016, p. 152-162.

VILLANDRÉ, Luc, STEPHENS, David A., LABBE, Aurélie, GÜNTHARD, Huldrych, KOUYOS, Roger, STADLER, Tanja; « Assessment of Overlap of Phylogenetic Transmission Clusters and Communities in Simple Sexual Contact Networks: Applications to HIV-1 », PLoS One, vol. 11, no 2, 2016.

KLEIN OROS, Kathleen, GRINEK, Stepan, BERNATSKY, Sasha, BOUCHARD, Luigi, CIAMPI, Antonio, COLMEGNA, Ines, FORTIN, Jean-Philippe, GAO, Long, HIVERT, Marie-France, HUDSON, Marie, KOBOR, Michael Steffen, LABBE, Aurélie, MACISAAC, Julie, MEANEY, Michael, MORIN, Alexander, O'DONNELL, Kieran, PASTINEN, Tomi, VAN IJZENDOORN, Marinus, VOISIN, Grégory, M.T. GREENWOOD, Celia; « funtooNorm: an R package for normalization of DNA methylation data when there are multiple cell or tissue types », Bioinformatics, vol. 32, no 4, 2016, p. 593-595.

BHATNAGAR, Sahir, M.T. GREENWOOD, Celia, LABBE, Aurélie; « Assessing transmission ratio distortion in extended families: a comparison of analysis methods », BMC Proceedings, vol. 10(Suppl 7), no 12, 2016, p. 197-202.

O. HUANG, Lam, INFANTE-RIVARD, Claire, LABBE, Aurélie; « Analysis of Case-Parent Trios Using a Loglinear Model with Adjustment for Transmission Ratio Distortion », Frontiers in Genetics, vol. 7, 2016, p. 155-165.

LESSA BENEDET, Andréa, LABBE, Aurélie, LEMAY, Philippe, RIGON ZIMMER, Eduardo, PASCOAL, Tharick A., LEUZY, Antoine, MATHOTAARACHCHI, Sulantha, MOHADES, Sara, SHIN, Monica, DIONNE-LAPORTE, Alexandre, BEAUDRY, Thomas, PICARD, Cynthia, GAUTHIER, Serge, POIRIER, Judes, ROULEAU, Guy, ROSA NETO, Pedro; « Epistasis analysis links immune cascades and cerebral amyloidosis », Journal of Neuroinflammation, vol. 15, no 227, 2015.

DUCHARME, Simon, ALBAUGH, Matthew, NGUYEN, Tuong-Vi, HUDZIAK, James J, MATEOS PÉREZ, José María, LABBE, Aurélie, EVANS, Alan, KARAMA, Sherif; « Trajectories of cortical surface area and cortical volume maturation in normal brain development », Data in Brief, vol. 5, 2015, p. 929-938.

ROMDHANI, Hela, HWANG, Heungsun, PARADIS, Gilles, ROY-GAGNON, Marie-Hélène, LABBE, Aurélie; « Pathway-based association study of multiple candidate genes and multiple traits using structural equation models », Genetic Epidemiology, vol. 39, no 2, 2015, p. 101-113.

LUTZ, Pierre-Éric, ZHOU, Yi, LABBE, Aurélie, MECHAWAR, Naguib, TURECKI, Gustavo; « Decreased expression of nociceptin/orphanin FQ in the dorsal anterior cingulate cortex of suicides », European Neuropsychopharmacology, vol. 25, no 11, 2015, p. 2008-2014.



This selection of supervision activities covers the last five years.

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Supervised project supervision – MSc in Management (12)

Analyse prédictive de séries temporelles d'items vendus par une entreprise de détails , by Mawugnon Marie Joël Enock Dandoga
May 2021

Exploration et application en factorisation de matrices en contexte d'imputation , by Antony Masso-Lussier
March 2021

Détection d'anomalies dans les machines-outils à commande numérique pour prévenir leur défaillance , by Georges Kattar
March 2021

Automate the detection of booking manipulation to protect Air Canada inventory , by Seyed Hashem Adl
March 2021

Climate Modelling: Scenario analysis for an Investment Bank within U.S. Real Estate Sector , by Yukang He
January 2021

Étude de l'impact des variations de copies dans le génome sur la réponse cérébrale (activité électrique) , by Margaux Mizrahi
November 2020

Prédire la ferritine basse et l'inflammation avec des forêts aléatoires à effets mixtes , by Samuel Barbeau
March 2020

Simulation de politiques alternatives de financement des universités québécoises , by Éric Germain
September 2019

Prédiction des clients susceptibles de racheter un produit Can-Am Off-Road , by Valéry Masson
March 2019

In codirection with : LEGOUX, Renaud
Survival Analysis with Customers on a Monthly Subscription Basis , by Holly Chiu
March 2019

An Analysis of Intersections in the City of Montreal , by Frederic Premji
September 2018

In codirection with : LEGOUX, Renaud
Mise en place d'une plateforme analytique pour la compréhension des habitudes, préférences et emplacement de l'auditoire , by Josue Arturo Gutierrez Garcia
October 2017


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