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Finite-dimensional Gaussian approximation with linear inequality constraints

Andrés F. López-Lopera , François Bachoc , Nicolas Durrande , Olivier Roustant
SIAM/ASA Journal on Uncertainty Quantification, 2018, 6 (3), pp.1224-1255. ⟨10.1137/17M1153157⟩
Article dans une revue hal-01864332v1

High-dimensional additive Gaussian processes under monotonicity constraints

Andrés F. López-Lopera , François Bachoc , O Roustant
Advances in Neural Information Processing Systems, Nov 2022, New Orleans, United States
Communication dans un congrès hal-03695058v1
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Geometry-induced Implicit Regularization in Deep ReLU Neural Networks

Joachim Bona-Pellissier , François Malgouyres , François Bachoc
2024
Pré-publication, Document de travail hal-04452356v1

Gaussian process regression model for distribution inputs

François Bachoc , Fabrice Gamboa , Jean-Michel Loubes , Nil Venet
First UQSay seminar on UQ, DACE and related topics (UQSay #01), Mar 2019, Gif-sur-Yvette, France
Communication dans un congrès hal-03109928v1
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Posterior contraction rates for constrained deep Gaussian processes in density estimation and classification

François Bachoc , Agnès Lagnoux
2021
Pré-publication, Document de travail hal-03477991v1

Staphylococcus Aureus Carriage in French Athletes at Risk of CA-MRSA Infection: a Prospective, Cross-sectional Study.

Elodie Couvé-Deacon , Déborah Postil , Olivier. Barraud , Cécile Duchiron , D. Chainier , et al.
Sports medicine - Open, 2017, 3 (1), pp.28
Article dans une revue hal-01586267v1
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Hastings-Metropolis algorithm on Markov chains for small-probability estimation

François Bachoc , Achref Bachouch , Lionel Lenôtre
ESAIM: Proceedings, 2015, 48, pp.33. ⟨10.1051/proc/201448013⟩
Article dans une revue hal-01058939v5
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A Gaussian Process Regression Model for Distribution Inputs

François Bachoc , Fabrice Gamboa , Jean-Michel Loubes , Nil Venet
IEEE Transactions on Information Theory, 2018, 64 (10), pp.6620 - 6637
Article dans une revue hal-01450002v2
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Gaussian process optimization with failures: classification and convergence proof

François Bachoc , Céline Helbert , Victor Picheny
Journal of Global Optimization, In press, ⟨10.1007/s10898-020-00920-0⟩
Article dans une revue hal-02100819v2
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A User-Oriented Local Coastal Flooding Early Warning System Using Metamodelling Techniques

Déborah Idier , Axel Aurouet , François Bachoc , Audrey Baills , José Daniel Betancourt , et al.
Journal of Marine Science and Engineering, 2021, pp.1191. ⟨10.3390/jmse9111191⟩
Article dans une revue hal-03406179v2
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Maximum likelihood estimation for a bivariate Gaussian process under fixed domain asymptotics

Daira Velandia , Moreno Bevilacqua , François Bachoc , Xavier Gendre , Jean-Michel Loubes
Electronic Journal of Statistics , 2017, 11 (2), pp.2978-3007. ⟨10.1214/17-EJS1298⟩
Article dans une revue hal-01597076v1
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Cross-validation estimation of covariance parameters under fixed-domain asymptotics

François Bachoc , Agnes Lagnoux , Thi Mong Ngoc Nguyen
Journal of Multivariate Analysis, 2017, 160, pp.42 - 67
Article dans une revue hal-01377854v2
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Entropic Variable Boosting for Explainability & Interpretability in Machine Learning

François Bachoc , Fabrice Gamboa , Jean-Michel Loubes , Laurent Risser
2018
Pré-publication, Document de travail hal-01897642v1

Approximating Gaussian Process Emulators with Linear Inequality Constraints and Noisy Observations via MC and MCMC

Andrés López-Lopera , François Bachoc , Nicolas Durrande , Jérémy Rohmer , Déborah Idier , et al.
International Conference on Monte Carlo and Quasi-Monte Carlo Methods in Scientific Computing, Jul 2018, Rennes, France. pp.363-381, ⟨10.1007/978-3-030-43465-6_18⟩
Communication dans un congrès hal-02104840v1
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Contraction rates and projection subspace estimation with Gaussian process priors in high dimension

Elie Odin , François Bachoc , Agnès Lagnoux
2024
Pré-publication, Document de travail hal-04490400v1
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Fixed-domain asymptotic properties of composite likelihood estimators for Gaussian processes

François Bachoc , Agnès Lagnoux
Journal of Statistical Planning and Inference, 2020, 209, pp.62-75
Article dans une revue hal-02079975v1
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Bayesian Regression and Classification Using Gaussian Process Priors Indexed by Probability Density Functions

Anis Fradi , Y. Feunteun , Chafik Samir , M. Bakloul , François Bachoc , et al.
Information Sciences, 2021, ⟨10.1016/j.ins.2020.09.027⟩
Article dans une revue hal-02967770v1
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On the post selection inference constant under restricted isometry properties

François Bachoc , Gilles Blanchard , Pierre Neuvial
Electronic Journal of Statistics , 2018, 12 (2), ⟨10.1214/18-EJS1490⟩
Article dans une revue hal-03327160v3
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Block-diagonal covariance estimation and application to the Shapley effects in sensitivity analysis

Baptiste Broto , François Bachoc , Laura Clouvel , Jean-Marc Martinez
SIAM/ASA Journal on Uncertainty Quantification, 2022, 10, pp.379-403. ⟨10.1137/20M1358839⟩
Article dans une revue hal-02196583v2

Calibration and improved prediction of computer models by universal Kriging

François Bachoc , Guillaume Bois , Josselin Garnier , Jean-Marc Martinez
Nuclear Science and Engineering, 2014, 176 (1), pp.81-97. ⟨10.13182/NSE12-55⟩
Article dans une revue hal-01020594v1
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Instance-Dependent Bounds for Zeroth-order Lipschitz Optimization with Error Certificates

François Bachoc , Tommaso R Cesari , Sébastien Gerchinovitz
NeurIPS 2021, Dec 2021, Virtual conference, France. 24 p
Communication dans un congrès hal-03129721v4
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Properties and comparison of some Kriging sub-model aggregation methods

François Bachoc , Nicolas Durrande , Didier Rullière , Clément Chevalier
Mathematical Geosciences, 2022, 54, pp.941--977. ⟨10.1007/s11004-021-09986-2⟩
Article dans une revue hal-01561747v2
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Asymptotic properties of multivariate tapering for estimation and prediction

Reinhard Furrer , François Bachoc , Juan Du
2015
Pré-publication, Document de travail hal-01203600v1
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Nested Kriging predictions for datasets with large number of observations

Didier Rullière , Nicolas Durrande , François Bachoc , Clément Chevalier
Statistics and Computing, 2018, 28 (4), pp.849-867. ⟨10.1007/s11222-017-9766-2⟩
Article dans une revue hal-01345959v3
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Spatial Blind Source Separation

François Bachoc , Marc G. Genton , Klaus Nordhausen , Anne Ruiz-Gazen , Joni Virta
2018
Pré-publication, Document de travail hal-01962294v1
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The sample complexity of level set approximation

François Bachoc , Tommaso R Cesari , Sébastien Gerchinovitz
AISTATS 2021, Apr 2021, virtual, United States. pp.424-432
Communication dans un congrès hal-02976018v2
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Variance reduction for estimation of Shapley effects and adaptation to unknown input distribution

Baptiste Broto , François Bachoc , Marine Depecker
SIAM/ASA Journal on Uncertainty Quantification, 2020, 8, pp.693-716. ⟨10.1137/18M1234631⟩
Article dans une revue hal-01962010v2
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Gaussian linear approximation for the estimation of the Shapley effects

Baptiste Broto , François Bachoc , Marine Depecker , Jean-Marc Martinez
SIAM/ASA Journal on Uncertainty Quantification, 2021, 9, pp.1132-1151. ⟨10.1137/20M1342884⟩
Article dans une revue hal-02737005v1
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On the smallest eigenvalues of covariance matrices of multivariate spatial processes

François Bachoc , Reinhard Furrer
Stat, 2016, 5 (1), pp.102-107. ⟨10.1002/sta4.107⟩
Article dans une revue hal-01267398v1

Partitioning the contributions of dependent offshore forcing conditions in the probabilistic assessment of future coastal flooding

Jeremy Rohmer , Déborah Idier , Rémi Thiéblemont , Gonéri Le Cozannet , François Bachoc
Rencontres MEXICO (MÉTHODES POUR L'EXPLORATION INFORMATIQUE DES MODÈLES COMPLEXES) 2022, Nov 2022, Cestas Gazinet, France
Communication dans un congrès hal-03852984v1