2026
T. Garcia, L. Oms, A. Doglioli, X. Milhaud, D. Pommeret, M. Messié, P. Vandekerkhove, C. Lacour, G. Gregori
A statistical approach to unveil phytoplankton adaptation to ocean fronts
Advances in Statistical Climatology, Meteorology and Oceanography
X. Milhaud, D. Pommeret, Y. Salhi, P. Vanderkerkhove
admix: an R package for estimation, test and clustering in admixture models
HAL
J.-L. Gouthon, X. Milhaud, J. Garrido
Accounting for temporal and spatial dependencies in multi-population forecasts: the Transformers approach
HAL
Some examples of using Semiparametric Mixture Models in Actuarial Science
1st ASTIN Bulletin Conference, ETH Zurich
2025
J. Garrido, X. Milhaud, A. Olympio
The definition of a French actuarial climate index; one more step towards a European index
HAL
J.-L. Gouthon, X. Milhaud
A Spatiotemporal Clustering Algorithm Combining Multiple Data Sources: Application to Mortality
HAL
Lee-Carter type longevity models and climate impacts
MLISTRAL 2 Conference, CIRM
Contamination models: the admix R package
RT MathRisk Conference, Paris
Longevity and global warming
International Conference on Mathematics, Probability and Statistics (ICOMPS-25), Brazil
2024
X. Milhaud, D. Pommeret, Y. Salhi, P. Vanderkerkhove
Contamination-source based K-sample clustering
Journal of Machine Learning Research
X. Milhaud, D. Pommeret, Y. Salhi, P. Vanderkerkhove
Two-sample contamination model test
Bernoulli
M. Valla, X. Milhaud
Including individual Customer Lifetime Value and competing risks in tree-based lapse management strategy
European Actuarial Journal
P. Chatelain, X. Milhaud
Estimation and prediction with data quality indexes in linear regressions
Computational Statistics
J.-L. Gouthon, X. Milhaud
Impact of heat waves on mortality: extension of longevity models to account for global warming
HAL
Heat waves and longevity models
Seminaire Louvain-la-Neuve, Belgium
Clustering of contamination sources: a case study from Covid‐19 pandemic
Invited speaker at IX Workshop on Pensions and Insurance, Barcelona
Heat waves and mortality: extension of longevity models to account for global warming
European Actuarial Journal Conference, Lisbon
2023
Semiparametric estimation of the mixture proportion in admixture models
AFRIC Conference, Zimbabwe
J. Garrido, X. Milhaud, A. Olympio
Risque climatique en assurance vie: exemples d outils actuariels pour son appréhension
22eme Congrès des Actuaires (Paris)
2022
X. Milhaud, D. Pommeret, Y. Salhi, P. Vanderkerkhove
Semiparametric two-sample admixture components comparison test: the symmetric case
Journal of Statistical Planning and Inference
Clustering contaminations
Machine Learning in Insurance Sector Targeted to Risk AnaLysis (MLISTRAL), CIRM
Admixtures: estimation and test
11th Conference in Actuarial Science and Finance, Samos
2021
O. Lopez, X. Milhaud
Individual reserving and nonparametric estimation of claim amounts subject to large reporting delays
Scandinavian Actuarial Journal
Contamination model: estimation, testing and clustering
Séminaire I2M Marseille
2020
Microlevel reserving in long-development business lines
OICA-WAKA Conference (Online)
Truncation and reporting delays in reserving
7th SMIF Conference, Maresias (Brazil)
Microlevel reserving with tree-based regression in presence of censoring and truncation
Invited talk at CASS Business School, London (UK)
2019
2018
X. Milhaud, V. Poncelet, C. Saillard
Operational choices for risk aggregation in insurance: PSDization and SCR sensitivity
Risks
X. Milhaud, C. Dutang
Lapse tables for lapse risk management in insurance: a competing risk approach
European Actuarial Journal
Surrender tables for ALM in insurance, with competing risks
EAJ Conference, Université Catholique de Louvain (Belgique)
Operational choices for risk aggregation in insurance: PSDization and SCR sensitivity
IME Conference, Sydney (Australie)
Lapse risk management in insurance
ANR LoLitA Conference, Paris (France)
2017
Microlevel-reserving with Machine Learning, a comparison
Colloquium AAI, Barcelone (Espagne)
2016
O. Lopez, X. Milhaud, P. Therond
Tree-based censored regression with applications in insurance
Electronic Journal of Statistics
F. Barsotti, X. Milhaud, Y. Salhi
Lapse risk in life insurance: correlation and contagion effects among policyholders’ behaviors
Insurance: Mathematics and Economics
Weighted decision trees applied to reserving in insurance
EAJ Conference, Lyon (France)
Tree-based estimators for censored observations with actuarial applications
12th ICOR, La Havana (Cuba)
Stress tests for lapse risk: correlation and contagion among policyholders’ behaviours
Colloque CIRM Copules - Extremes - Actuariat, Marseille
2015
Mass lapse scenario in insurance, the use of a dynamic contagion process
Séminaire Lyon-Lausanne L2
Prediction of lifetimes by tree-based estimators
Longevity 11 Conference (Lyon)
Rachats de contrats d’assurance et Solvency 2
Association Française de Gestion Actif-Passif
Risque de rachat en assurance, quelques approches
Chaire risques systémiques (ACPR)
2014
Surrenders: risk factors and modelling
Autorité du Contrôle Prudentiel et de Résolution
Tree estimators in censored regression: application to reserving
EAJ Conference (Vienne)
Selection of GLM mixtures with a clustering approach
MBC2 Workshop (Catane)
Regression trees and duration models
Ecole d'été de l'Institut des Actuaires (Paris)
Clustering with mixtures of GLM
46ème Journées de Statistique (Rennes)
2013
Milhaud, X.
Exogenous and endogenous risk factors management to predict surrender behaviours
ASTIN Bulletin
Whole life contract lifetime: prediction of lapses
IME Conference, Copenhague (Danemark)
Surrenders in a competing risks framework, application with the [FG99] model
AFIR/ERM-PBSS-LIFE Colloquim, Lyon (France)
2012
X. Milhaud
Mélanges de GLMs et nombre de composantes : application au risque de rachat en Assurance Vie
PhD Thesis, Université Lyon 1
Modelling the heterogeneity of surrender behaviours by using GLM mixtures
ASTIN-AFIR-IAALS Congress, Mexico City (Mexico)
2011
X. Milhaud
Segmentation et modélisation des comportements de rachat en Assurance Vie
Actuarial Thesis, Institut de Sciences Financières et d'Assurances, Université Lyon 1
S. Loisel, X. Milhaud
From deterministic to stochastic surrender risk models: impact of correlation crises on economic capital
European Journal of Operational Research
X. Milhaud, V. Maume-Deschamps, S. Loisel
Surrender triggers in Life Insurance: what main features affect the surrender behavior in a classical economic context?
Bulletin Français d’Actuariat
GLM Mixture Models to manage the complexity of surrender's behaviour modelling
15ème Séminaire IME à Trieste, Italie
2010
X. Milhaud, M.-P. Gonon, S. Loisel
Les comportements de rachat en Assurance Vie en régime de croisière et en période de crise
Risques
Classification et prévisions du risque de rachat en Assurance Vie
Journées Modélisation Aléatoire et Statistique (MAS) à Bordeaux, France
Le risque de rachat en Assurance-Vie
Ecole d'été de l'Institut des Actuaires (Summer school), Lyon, France
Rachats et crises de corrélation
Séminaire Statistiques et Probabilités Appliquées à l'Assurance et la Finance (AST&RISK), Lyon, France
Déterminants des comportements de rachat
Workshop ED SEG, Lyon, France
Prévision des rachats en Assurance Vie épargne
Séminaire de la Société Française de Statistiques (SFdS), Marseille, France
Cas pratiques et retour d'expérience de l'utilisation des copules en Assurance-Vie
Séminaire Sépia de l'Institut des Actuaires, Paris, France
