Patrimony

Harder, Better, Faster, Stronger Convergence Rates for Least-Squares Regression.

Accelerated gra- dient, Convex optimization, Least-squares regression, Non-parametric estimation, Stochastic gradient

Stochastic Composite Least-Squares Regression with Convergence Rate O(1/n).

Accelerated gra- dient, Convex optimization, Least-squares regression, Non-parametric estimation, Stochastic gradient

Modeling and statistical analysis of price formation across scales, Market impact.

Analyse statisique, Carnet d'ordre, Estimation non-Paramètrique, Exécution optimale, Formation de prix, Hawkes model, Limit order book, Modèle de Hawkes, Non-Parametric estimation, Optimal execution, Price formation, Statistic analyze

On the population least-squares criterion in the monotone single index model.

Least-squares, Monotonicity constraint, Non-parametric estimation, Single index model

Stochastic control and numerical methods in mathematical finance.

BSDE, Calcul de Malliavin, Contrôle stochastique, EDSR, Estimation non-paramétrique, Financial mathematics, Jump processes, Malliavin calculus, Mathématiques financières, Monte Carlo simulations, Non-parametric estimation, Processus a sauts, Simulations Monte Carlo, Solutions de viscosité, Stochastic control, Viscosity solutions

Aggregation procedures: optimality and fast rates.

Adaptation, Classification, Density estimation, Dimension reduction, Estimation de densité, Estimation non-paramétrique, Inégalités d'oracle, Minimax rates of convergence, Non-parametric estimation, Optimality, Optimalité, Oracle inequalities, Réduction de dimension, Régression, Vitesses minimax

Estimates for hidden Markov models and particle approximations: Application to simultaneous mapping and localization.

Estimation non-paramétrique, Hidden Markov model, Modèle de Markov caché, Non-parametric estimation

On certain transformations of Archimedean copulas: Application to the non-parametric estimation of their generators.

Non-parametric estimation, Self-nested diagonal, Tail dependence, Transformations of Archimedean copula

Construction of laws of experience in the presence of competing events: Application to the estimation of incidence laws of a dependency contract.

Assurance dépendance, Competing risks, Durée de maintien marginale, Estimation non paramétrique, Inception rates, Latent failure time model, Long Term Care insurance, Markov process, Modèle multi-états, Multi state model, Non-parametric estimation, Processus markovien, Risques concurrents, Taux d’incidence

Beyond Least-Squares: Fast Rates for Regularized Empirical Risk Minimization through Self-Concordance.

Logistic regression, Non-parametric estimation, Regularization, Self-concordance