Christophe Denis

Publications

Pré-publication, Document de travail (15)

Set to Be Fair: Demographic Parity Constraints for Set-Valued Classification Eyal Cohen,Christophe Denis,Mohamed Hebiri 2025 Pré-publication, Document de travail hal-05296075v1
Empirical risk minimization algorithm for multiclass classification of S.D.E. paths Christophe Denis,Eddy Ella Mintsa 2025 Pré-publication, Document de travail hal-04994403v1
Fairness Meets Privacy: Integrating Differential Privacy and Demographic Parity in Multi-class Classification Lilian Say,Christophe Denis,Rafael Pinot 2025 Pré-publication, Document de travail hal-05376912v1
Lasso-type estimator and classification algorithm for high-dimensional multivariate Hawkes processes Christophe Denis,Charlotte Dion-Blanc,Romain Edmond Lacoste,Laure Sansonnet 2025 Pré-publication, Document de travail hal-04646888v3
Nonparametric plug-in classifier for multiclass classification of S.D.E. paths Christophe Denis,Charlotte Dion-Blanc,Eddy ELLA MINTSA,Chi Tran 2024 Pré-publication, Document de travail (preprint/prepublication) hal-03907946v2
Active learning algorithm through the lens of rejection arguments Christophe Denis,Mohamed Hebiri,Boris Ndjia Njike,Xavier Siebert 2022 Pré-publication, Document de travail hal-03764630v1
Fairness guarantee in multi-class classification Christophe Denis,Romuald Elie,Mohamed Hebiri,François Hu 2023 Pré-publication, Document de travail hal-03355938v3
Bats Monitoring: A Classification Procedure of Bats Behaviors based on Hawkes Processes Christophe Denis,Charlotte Dion-Blanc,Romain Edmond Lacoste,Laure Sansonnet,Yves Bas 2023 Pré-publication, Document de travail hal-04345822v1
Prediction intervals with controlled length in the heteroscedastic Gaussian regression Christophe Denis,Mohamed Hebiri,Ahmed Zaoui 2022 Pré-publication, Document de travail hal-03770341v1
Set-valued classification -- overview via a unified framework Evgenii Chzhen,Christophe Denis,Mohamed Hebiri,Titouan Lorieul 2021 Pré-publication, Document de travail hal-03154625v1
Multiclass Classification for Hawkes Processes Christophe Denis,Charlotte Dion,Laure Sansonnet 2021 Pré-publication, Document de travail hal-03147211v1
Consistency of plug-in confidence sets for classification in semi-supervised learning Christophe Denis,Mohamed Hebiri 2015 Pré-publication, Document de travail hal-01180363v1
Contextual ranking by passive safety of generational classes of light vehicles Zaïd Ouni,Christophe Denis,Cyril Chauvel,Antoine Chambaz 2016 Pré-publication, Document de travail hal-01194515v2
Top scoring pair classifiers: asymptotics and applications Christophe Denis 2013 Pré-publication, Document de travail hal-00784869v1
Classification in postural style based on stochastic process modeling Christophe Denis 2012 Pré-publication, Document de travail hal-00653316v2

HDR (1)

Some contributions to multi-class learning Christophe Denis Statistics [math.ST]. Université Gustave Eiffel, 2022 HDR tel-04294696v1

Article dans une revue (6)

Minimax semi-supervised set-valued approach to multi-class classification Evgenii Chzhen,Christophe Denis,Mohamed Hebiri Bernoulli, 2021, ⟨10.3150/20-BEJ1313⟩ Article dans une revue hal-02112918v1
A ridge estimator of the drift from discrete repeated observations of the solutions of a stochastic differential equation Christophe Denis,Charlotte Dion,Miguel Martinez Bernoulli, 2021, 27 (4), pp.2675 - 2713. ⟨10.3150/21-BEJ1327⟩ Article dans une revue hal-02528092v2
A novel regularized approach for functional data clustering: An application to milking kinetics in dairy goats Christophe Denis,Émilie Lebarbier,C. Lévy-Leduc,Olivier Martin,Laure Sansonnet Journal of the Royal Statistical Society: Series C Applied Statistics, 2020, 69 (3), pp.623-640. ⟨10.1111/rssc.12404⟩ Article dans une revue hal-02191217v1
CONSISTENT PROCEDURES FOR MULTICLASS CLASSIFICATION OF DISCRETE DIFFUSION PATHS Christophe Denis,Charlotte Dion,Miguel Martinez Scandinavian Journal of Statistics, 2019, 27 (2), pp.516-554. ⟨10.1111/sjos.12415⟩ Article dans une revue hal-01869545v2
Contextual ranking by passive safety of generational classes of light vehicles Zaïd Ouni,Christophe Denis,Cyril Chauvel,Antoine Chambaz Journal of the Royal Statistical Society: Series C Applied Statistics, 2018, 67 (2), pp.395 - 416. ⟨10.1111/rssc.12232⟩ Article dans une revue hal-01687412v1
Classification in postural style Antoine Chambaz,Christophe Denis Annals of Applied Statistics, 2012 Article dans une revue hal-00576070v1

Communication dans un congrès (4)

Fair Regression with Wasserstein Barycenters Evgenii Chzhen,Christophe Denis,Mohamed Hebiri,Luca Oneto,Massimiliano Pontil NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtuel, Canada Communication dans un congrès hal-02866811v1
Fair Regression via Plug-in Estimator and Recalibration With Statistical Guarantees Evgenii Chzhen,Christophe Denis,Mohamed Hebiri,Luca Oneto,Massimiliano Pontil NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtuel, Canada Communication dans un congrès hal-02501190v1
Regression with reject option and application to kNN Christophe Denis,Mohamed Hebiri,Ahmed Zaoui NeurIPS 2020 - 34th Conference on Neural Information Processing Systems, Dec 2020, Vancouver / Virtuel, Canada Communication dans un congrès hal-02883996v2
Leveraging Labeled and Unlabeled Data for Consistent Fair Binary Classification Evgenii Chzhen,Christophe Denis,Mohamed Hebiri,Luca Oneto,Massimiliano Pontil NeurIPS 2019 - 33th Annual Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada Communication dans un congrès hal-02150662v2