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Research

Research Areas

Apprentissage statistique
Inférence statistique
Sciences actuarielles et finance mathématique
Actuarial science and mathematical finance
Statistical inference
Statistical learning

This field currently contains no data.

Research Networks

CRDM, Centre de recherche en données massives

Centres de recherche reconnus

Recognized research centers

This field currently contains no data.

Publications

9 of 19

2025

From point to probabilistic gradient boosting for claim frequency and severity prediction

Dominik Chevalier, Marie-Pier Côté

Dominik Chevalier, Marie-Pier Côté

European Actuarial Journal

Article de revue

Journal article

2025

A fair price to pay: Exploiting causal graphs for fairness in insurance

Olivier Côté, Marie‐Pier Côté, Arthur Charpentier

Olivier Côté, Marie‐Pier Côté, Arthur Charpentier

Journal of Risk and Insurance

Article de revue

Journal article

2025

Moral maze: Ethics and discrimination in machine learning

Marie-Pier Côté, Arthur Charpentier

Marie-Pier Côté, Arthur Charpentier

The Actuary

Article de magazine

Magazine article

2024

Selection Bias in Insurance: Why Portfolio-Specific Fairness Fails to Extend Market-Wide

Marie-Pier Côté, Olivier Côté, Arthur Charpentier

Marie-Pier Côté, Olivier Côté, Arthur Charpentier

SSRN Electronic Journal

Pré-impression

Preprint

2024

A Flexible Hierarchical Insurance Claims Model with Gradient Boosting and Copulas

Justine Power, Marie-Pier Côté, Thierry Duchesne

Justine Power, Marie-Pier Côté, Thierry Duchesne

North American Actuarial Journal

Article de revue

Journal article

2023

Micro-level reserving for general insurance claims using a long short-term memory network

Chaoubi I., Besse C., Cossette H., Côté M.-P.

Chaoubi I., Besse C., Cossette H., Côté M.-P.

Applied Stochastic Models in Business and Industry

Article de revue

Journal article

2022

Identification of Road Network Intersection Types from Vehicle Telemetry Data Using a Convolutional Neural Network

Abdelmajid Erramaline, Thierry Badard, Marie-Pier Côté, Thierry Duchesne, Olivier Mercier

Abdelmajid Erramaline, Thierry Badard, Marie-Pier Côté, Thierry Duchesne, Olivier Mercier

ISPRS International Journal of Geo-Information

Article de revue

Journal article

2022

A Bayesian Approach to Modeling Multivariate Multilevel Insurance Claims in the Presence of Unsettled Claims

Cˆote M.-P., Genest† C., Stephens D.A.

Cˆote M.-P., Genest† C., Stephens D.A.

Bayesian Analysis

Article de revue

Journal article

2022

When stakes are high: Balancing accuracy and transparency with Model-Agnostic Interpretable Data-driven suRRogates

Roel Henckaerts, Katrien Antonio, Marie-Pier Côté

Roel Henckaerts, Katrien Antonio, Marie-Pier Côté

Expert Systems with Applications

Article de revue

Journal article

This field currently contains no data.

Fields of interest

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Funded Research Projects

Present

Refinements of general insurance pricing models

Programme: Subvention Alliance - Avantage
Organisme(s) subventionnaire(s): Conseil de recherches en sciences naturelles et génie Canada, Intact Corporation Financière

Program: Subvention Alliance - Avantage
Granting organization(s): Conseil de recherches en sciences naturelles et génie Canada, Intact Corporation Financière

Du 15 juillet 2025 au 14 juillet 2029

From July 15, 2025 to July 14, 2029

Équité algorithmique en assurance : cadre analytique et pratique pour l'identification, la mesure et l'atténuation des discriminations injustifiées en assurance automobile

Programme: Accélération Québec (MITACS et gouvernement provincial)
Organisme(s) subventionnaire(s): MITACS Inc.

Program: Accélération Québec (MITACS et gouvernement provincial)
Granting organization(s): MITACS Inc.

Du 17 juin 2024 au 16 août 2027

From June 17, 2024 to August 16, 2027

Centre de recherches mathématiques (CRM)

Programme: Regroupements stratégiques NT
Organisme(s) subventionnaire(s): Université Laval - Fonds internes, Fonds de recherche du Québec - Nature et technologies

Program: Regroupements stratégiques NT
Granting organization(s): Université Laval - Fonds internes, Fonds de recherche du Québec - Nature et technologies

Du 1 avril 2022 au 31 mars 2028

From April 1, 2022 to March 31, 2028

Modeling, inference and risk aggregation for dependent insurance losses

Programme: Subventions à la découverte SD (individuelles et d'équipe)
Organisme(s) subventionnaire(s): Conseil de recherches en sciences naturelles et génie Canada

Program: Subventions à la découverte SD (individuelles et d'équipe)
Granting organization(s): Conseil de recherches en sciences naturelles et génie Canada

Du 1 avril 2019 au 31 mars 2028

From April 1, 2019 to March 31, 2028

This field currently contains no data.

Research chairs

Completed

This field currently contains no data.

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