Edit Profile (opens in new tab) Bachoc, François Co-Author Distance Author ID: bachoc.francois Published as: Bachoc, François; Bachoc, F. External Links: MGP Documents Indexed: 50 Publications since 2013, including 8 Additional arXiv Preprints Co-Authors: 68 Co-Authors with 46 Joint Publications 1,187 Co-Co-Authors all top 5 Co-Authors 4 single-authored 6 Lagnoux, Agnès 5 Broto, Baptiste 5 Loubes, Jean-Michel 4 Durrande, Nicolas 4 Furrer, Reinhard 4 López-Lopera, Andrés F. 4 Roustant, Olivier 3 Bevilacqua, Moreno 3 Depecker, Marine 3 Gamboa, Fabrice 3 Martinez, Jean-Marc 3 Rullière, Didier 2 Bona-Pellissier, Joachim 2 Cesari, Tommaso R. 2 Chevalier, Clément 2 Colomboni, Roberto 2 Demange-Chryst, Julien 2 Fradi, Anis 2 Ginsbourger, David 2 Malgouyres, François 2 Morio, Jérôme 2 Nguyen, Thi Mong Ngoc 2 Nordhausen, Klaus 2 Paudice, Andrea 2 Porcu, Emilio 2 Samir, Chafik 2 Velandia, Daira 1 Azaïs, Jean-Marc 1 Bachouch, Achref 1 Baklouti, M. 1 Bect, Julien 1 Ben Salem, Malek 1 Betancourt, José 1 Blanchard, Gilles 1 Clouvel, Laura 1 Contal, Emile 1 Du, Juan 1 Ehler, Martin 1 Faouzi, Tarik 1 Fathi, Max 1 Feunteun, Y. 1 Gendre, Xavier 1 Genton, Marc G. 1 Gräf, Manuel 1 Helbert, Céline 1 Idier, Déborah 1 Klein, Thierry E. 1 Leeb, Hannes 1 Lenôtre, Lionel 1 Maatouk, Hassan 1 Muehlmann, Christoph 1 Neuvial, Pierre 1 Odin, Elie 1 Pauwels, Edouard Jean Robert 1 Peron, Ana Paula 1 Picheny, Victor 1 Potscher, Benedikt M. 1 Preinerstorfer, David 1 Rohmer, Jeremy 1 Ruiz-Gazen, Anne 1 Spokoiny, Vladimir G. 1 Steinberger, Lukas 1 Suvorikova, Alexandra 1 Tomaso, Lionel 1 Trang, Vu Mai 1 Venet, Nil 1 Virta, Joni 1 Yi, Mengxi all top 5 Serials 7 Electronic Journal of Statistics 5 SIAM/ASA Journal on Uncertainty Quantification 4 Journal of Multivariate Analysis 3 Bernoulli 2 The Annals of Statistics 2 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 2 Statistics and Computing 2 European Series in Applied and Industrial Mathematics (ESAIM): Proceedings and Surveys 1 IEEE Transactions on Information Theory 1 Biometrika 1 Information Sciences 1 Journal of Statistical Planning and Inference 1 Mathematics and Computers in Simulation 1 Machine Learning 1 Journal of Global Optimization 1 Communications in Statistics. Theory and Methods 1 Computational Statistics and Data Analysis 1 Theory of Probability and Mathematical Statistics 1 Advances in Computational Mathematics 1 Mathematical Geosciences 1 SIAM Journal on Mathematics of Data Science all top 5 Fields 36 Statistics (62-XX) 21 Probability theory and stochastic processes (60-XX) 5 Computer science (68-XX) 4 Numerical analysis (65-XX) 2 Approximations and expansions (41-XX) 2 Geophysics (86-XX) 2 Operations research, mathematical programming (90-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 33 Publications have been cited 245 times in 140 Documents Cited by ▼ Year ▼ Cross validation and maximum likelihood estimations of hyper-parameters of Gaussian processes with model misspecification. Zbl 1471.62021 Bachoc, François 42 2013 Asymptotic analysis of the role of spatial sampling for covariance parameter estimation of Gaussian processes. Zbl 1280.62100 Bachoc, François 22 2014 A supermartingale approach to Gaussian process based sequential design of experiments. Zbl 1428.62369 Bect, Julien; Bachoc, François; Ginsbourger, David 20 2019 Asymptotic analysis of covariance parameter estimation for Gaussian processes in the misspecified case. Zbl 1429.60035 Bachoc, François 17 2018 Finite-dimensional Gaussian approximation with linear inequality constraints. Zbl 1405.60047 López-Lopera, Andrés F.; Bachoc, François; Durrande, Nicolas; Roustant, Olivier 15 2018 Nested kriging predictions for datasets with a large number of observations. Zbl 1384.62246 Rullière, Didier; Durrande, Nicolas; Bachoc, François; Chevalier, Clément 13 2018 Valid confidence intervals for post-model-selection predictors. Zbl 1419.62164 Bachoc, François; Leeb, Hannes; Pötscher, Benedikt M. 13 2019 Uniformly valid confidence intervals post-model-selection. Zbl 1466.62263 Bachoc, François; Preinerstorfer, David; Steinberger, Lukas 13 2020 Asymptotic properties of multivariate tapering for estimation and prediction. Zbl 1341.62263 Furrer, Reinhard; Bachoc, François; Du, Juan 12 2016 Cross-validation estimation of covariance parameters under fixed-domain asymptotics. Zbl 1378.62096 Bachoc, François; Lagnoux, Agnès; Nguyen, Thi Mong Ngoc 11 2017 A Gaussian process regression model for distribution inputs. Zbl 1401.62106 Bachoc, François; Gamboa, Fabrice; Loubes, Jean-Michel; Venet, Nil 9 2018 Maximum likelihood estimation for Gaussian processes under inequality constraints. Zbl 1428.62420 Bachoc, François; Lagnoux, Agnès; López-Lopera, Andrés F. 7 2019 Variance reduction for estimation of Shapley effects and adaptation to unknown input distribution. Zbl 1445.62186 Broto, Baptiste; Bachoc, François; Depecker, Marine 7 2020 Composite likelihood estimation for a Gaussian process under fixed domain asymptotics. Zbl 1428.62419 Bachoc, François; Bevilacqua, Moreno; Velandia, Daira 5 2019 On the post selection inference constant under restricted isometry properties. Zbl 1406.62074 Bachoc, François; Blanchard, Gilles; Neuvial, Pierre 4 2018 Sensitivity indices for independent groups of variables. Zbl 07316704 Broto, Baptiste; Bachoc, François; Depecker, Marine; Martinez, Jean-Marc 4 2019 Spatial blind source separation. Zbl 1451.62052 Bachoc, François; Genton, Marc G.; Nordhausen, Klaus; Ruiz-Gazen, Anne; Virta, Joni 4 2020 Asymptotic analysis of maximum likelihood estimation of covariance parameters for Gaussian processes: an introduction with proofs. Zbl 07645406 Bachoc, François 3 2021 Asymptotic properties of the maximum likelihood and cross validation estimators for transformed Gaussian processes. Zbl 1441.62248 Bachoc, François; Betancourt, José; Furrer, Reinhard; Klein, Thierry 3 2020 Hastings-Metropolis algorithm on Markov chains for small-probability estimation. Zbl 1334.60148 Bachoc, François; Bachouch, Achref; Lenôtre, Lionel 2 2015 Optimal configurations of lines and a statistical application. Zbl 1369.65028 Bachoc, François; Ehler, Martin; Gräf, Manuel 2 2017 Gaussian process optimization with failures: classification and convergence proof. Zbl 1472.60062 Bachoc, François; Helbert, Céline; Picheny, Victor 2 2020 Properties and comparison of some kriging sub-model aggregation methods. Zbl 1495.86009 Bachoc, François; Durrande, Nicolas; Rullière, Didier; Chevalier, Clément 2 2022 Gaussian process-based dimension reduction for goal-oriented sequential design. Zbl 1436.62390 Ben Salem, Malek; Bachoc, François; Roustant, Olivier; Gamboa, Fabrice; Tomaso, Lionel 2 2019 Fixed-domain asymptotic properties of maximum composite likelihood estimators for Gaussian processes. Zbl 1441.62191 Bachoc, F.; Lagnoux, A. 2 2020 Gaussian processes with multidimensional distribution inputs via optimal transport and Hilbertian embedding. Zbl 1448.60085 Bachoc, François; Suvorikova, Alexandra; Ginsbourger, David; Loubes, Jean-Michel; Spokoiny, Vladimir 2 2020 Maximum likelihood estimation for a bivariate Gaussian process under fixed domain asymptotics. Zbl 1432.62165 Velandia, Daira; Bachoc, François; Bevilacqua, Moreno; Gendre, Xavier; Loubes, Jean-Michel 1 2017 Bayesian regression and classification using Gaussian process priors indexed by probability density functions. Zbl 1479.62097 Fradi, A.; Feunteun, Y.; Samir, C.; Baklouti, M.; Bachoc, F.; Loubes, J.-M. 1 2021 Sequential construction and dimension reduction of Gaussian processes under inequality constraints. Zbl 1491.60051 Bachoc, François; López-Lopera, Andrés F.; Roustant, Olivier 1 2022 Gaussian field on the symmetric group: prediction and learning. Zbl 1443.60035 Bachoc, François; Broto, Baptiste; Gamboa, Fabrice; Loubes, Jean-Michel 1 2020 Approximating Gaussian process emulators with linear inequality constraints and noisy observations via MC and MCMC. Zbl 07240104 López-Lopera, Andrés F.; Bachoc, François; Durrande, Nicolas; Rohmer, Jérémy; Idier, Déborah; Roustant, Olivier 1 2020 Semi-parametric estimation of the variogram scale parameter of a Gaussian process with stationary increments. Zbl 1461.60019 Azaïs, Jean-Marc; Bachoc, François; Lagnoux, Agnès; Nguyen, Thi Mong Ngoc 1 2020 Efficient estimation of multiple expectations with the same sample by adaptive importance sampling and control variates. Zbl 1517.62013 Demange-Chryst, Julien; Bachoc, François; Morio, Jérôme 1 2023 Efficient estimation of multiple expectations with the same sample by adaptive importance sampling and control variates. Zbl 1517.62013 Demange-Chryst, Julien; Bachoc, François; Morio, Jérôme 1 2023 Properties and comparison of some kriging sub-model aggregation methods. Zbl 1495.86009 Bachoc, François; Durrande, Nicolas; Rullière, Didier; Chevalier, Clément 2 2022 Sequential construction and dimension reduction of Gaussian processes under inequality constraints. Zbl 1491.60051 Bachoc, François; López-Lopera, Andrés F.; Roustant, Olivier 1 2022 Asymptotic analysis of maximum likelihood estimation of covariance parameters for Gaussian processes: an introduction with proofs. Zbl 07645406 Bachoc, François 3 2021 Bayesian regression and classification using Gaussian process priors indexed by probability density functions. Zbl 1479.62097 Fradi, A.; Feunteun, Y.; Samir, C.; Baklouti, M.; Bachoc, F.; Loubes, J.-M. 1 2021 Uniformly valid confidence intervals post-model-selection. Zbl 1466.62263 Bachoc, François; Preinerstorfer, David; Steinberger, Lukas 13 2020 Variance reduction for estimation of Shapley effects and adaptation to unknown input distribution. Zbl 1445.62186 Broto, Baptiste; Bachoc, François; Depecker, Marine 7 2020 Spatial blind source separation. Zbl 1451.62052 Bachoc, François; Genton, Marc G.; Nordhausen, Klaus; Ruiz-Gazen, Anne; Virta, Joni 4 2020 Asymptotic properties of the maximum likelihood and cross validation estimators for transformed Gaussian processes. Zbl 1441.62248 Bachoc, François; Betancourt, José; Furrer, Reinhard; Klein, Thierry 3 2020 Gaussian process optimization with failures: classification and convergence proof. Zbl 1472.60062 Bachoc, François; Helbert, Céline; Picheny, Victor 2 2020 Fixed-domain asymptotic properties of maximum composite likelihood estimators for Gaussian processes. Zbl 1441.62191 Bachoc, F.; Lagnoux, A. 2 2020 Gaussian processes with multidimensional distribution inputs via optimal transport and Hilbertian embedding. Zbl 1448.60085 Bachoc, François; Suvorikova, Alexandra; Ginsbourger, David; Loubes, Jean-Michel; Spokoiny, Vladimir 2 2020 Gaussian field on the symmetric group: prediction and learning. Zbl 1443.60035 Bachoc, François; Broto, Baptiste; Gamboa, Fabrice; Loubes, Jean-Michel 1 2020 Approximating Gaussian process emulators with linear inequality constraints and noisy observations via MC and MCMC. Zbl 07240104 López-Lopera, Andrés F.; Bachoc, François; Durrande, Nicolas; Rohmer, Jérémy; Idier, Déborah; Roustant, Olivier 1 2020 Semi-parametric estimation of the variogram scale parameter of a Gaussian process with stationary increments. Zbl 1461.60019 Azaïs, Jean-Marc; Bachoc, François; Lagnoux, Agnès; Nguyen, Thi Mong Ngoc 1 2020 A supermartingale approach to Gaussian process based sequential design of experiments. Zbl 1428.62369 Bect, Julien; Bachoc, François; Ginsbourger, David 20 2019 Valid confidence intervals for post-model-selection predictors. Zbl 1419.62164 Bachoc, François; Leeb, Hannes; Pötscher, Benedikt M. 13 2019 Maximum likelihood estimation for Gaussian processes under inequality constraints. Zbl 1428.62420 Bachoc, François; Lagnoux, Agnès; López-Lopera, Andrés F. 7 2019 Composite likelihood estimation for a Gaussian process under fixed domain asymptotics. Zbl 1428.62419 Bachoc, François; Bevilacqua, Moreno; Velandia, Daira 5 2019 Sensitivity indices for independent groups of variables. Zbl 07316704 Broto, Baptiste; Bachoc, François; Depecker, Marine; Martinez, Jean-Marc 4 2019 Gaussian process-based dimension reduction for goal-oriented sequential design. Zbl 1436.62390 Ben Salem, Malek; Bachoc, François; Roustant, Olivier; Gamboa, Fabrice; Tomaso, Lionel 2 2019 Asymptotic analysis of covariance parameter estimation for Gaussian processes in the misspecified case. Zbl 1429.60035 Bachoc, François 17 2018 Finite-dimensional Gaussian approximation with linear inequality constraints. Zbl 1405.60047 López-Lopera, Andrés F.; Bachoc, François; Durrande, Nicolas; Roustant, Olivier 15 2018 Nested kriging predictions for datasets with a large number of observations. Zbl 1384.62246 Rullière, Didier; Durrande, Nicolas; Bachoc, François; Chevalier, Clément 13 2018 A Gaussian process regression model for distribution inputs. Zbl 1401.62106 Bachoc, François; Gamboa, Fabrice; Loubes, Jean-Michel; Venet, Nil 9 2018 On the post selection inference constant under restricted isometry properties. Zbl 1406.62074 Bachoc, François; Blanchard, Gilles; Neuvial, Pierre 4 2018 Cross-validation estimation of covariance parameters under fixed-domain asymptotics. Zbl 1378.62096 Bachoc, François; Lagnoux, Agnès; Nguyen, Thi Mong Ngoc 11 2017 Optimal configurations of lines and a statistical application. Zbl 1369.65028 Bachoc, François; Ehler, Martin; Gräf, Manuel 2 2017 Maximum likelihood estimation for a bivariate Gaussian process under fixed domain asymptotics. Zbl 1432.62165 Velandia, Daira; Bachoc, François; Bevilacqua, Moreno; Gendre, Xavier; Loubes, Jean-Michel 1 2017 Asymptotic properties of multivariate tapering for estimation and prediction. Zbl 1341.62263 Furrer, Reinhard; Bachoc, François; Du, Juan 12 2016 Hastings-Metropolis algorithm on Markov chains for small-probability estimation. Zbl 1334.60148 Bachoc, François; Bachouch, Achref; Lenôtre, Lionel 2 2015 Asymptotic analysis of the role of spatial sampling for covariance parameter estimation of Gaussian processes. Zbl 1280.62100 Bachoc, François 22 2014 Cross validation and maximum likelihood estimations of hyper-parameters of Gaussian processes with model misspecification. Zbl 1471.62021 Bachoc, François 42 2013 all cited Publications top 5 cited Publications all top 5 Cited by 329 Authors 28 Bachoc, François 7 Furrer, Reinhard 6 Bevilacqua, Moreno 6 Porcu, Emilio 5 Lagnoux, Agnès 5 Roustant, Olivier 4 Durrande, Nicolas 4 Ginsbourger, David 4 Kuchibhotla, Arun Kumar 4 López-Lopera, Andrés F. 4 Loubes, Jean-Michel 4 Rullière, Didier 3 Alegria, Alfredo 3 Barbillon, Pierre 3 Binois, Mickaël 3 Broto, Baptiste 3 Brown, Lawrence David 3 Buja, Andreas 3 Faouzi, Tarik 3 Gamboa, Fabrice 3 George, Edward I. 3 Gramacy, Robert B. 3 Helbert, Céline 3 Picheny, Victor 3 Velandia, Daira 2 Agrell, Christian 2 Archetti, Francesco 2 Borgonovo, Emanuele 2 Candelieri, Antonio 2 Chevalier, Clément 2 Cousin, Areski 2 Eidsvik, Jo 2 Garnier, Josselin 2 Gerber, Florian 2 Habbal, Abderrahmane 2 Karvonen, Toni 2 Klein, Thierry E. 2 Leeb, Hannes 2 Maatouk, Hassan 2 Martinez, Jean-Marc 2 Nguyen, Thi Mong Ngoc 2 Nordhausen, Klaus 2 Nychka, Douglas W. 2 Oates, Chris J. 2 Owhadi, Houman 2 Rabitti, Giovanni 2 Rinaldo, Alessandro 2 Stein, Michael L. 2 Steinberger, Lukas 2 Travelletti, Cédric 2 Wasserman, Larry Alan 2 Zhao, Linda 1 Acharki, Naoufal 1 Acosta, Jonathan 1 Adamek, Robert 1 Anyosa, Susan 1 Arnolds, Ines Verena 1 Asgharian, Masoud 1 Asher, Taylor G. 1 Auffray, Yves 1 Azaïs, Jean-Marc 1 Azzimonti, Dario 1 Baker, Evan 1 Baklouti, M. 1 Balaresque, Patricia 1 Banerjee, Debapratim 1 Bect, Julien 1 Ben Salem, Malek 1 Benavoli, Alessio 1 Berk, Richard A. 1 Bertoncello, Antoine 1 Betancourt, José 1 Blanchard, Gilles 1 Blanchet-Scalliet, Christophette 1 Cai, Junhui 1 Calvo-Jurado, Carmen 1 Cavoretto, Roberto 1 Challenor, Peter G. 1 Champagnat, Nicolas 1 Chataigner, Marc 1 Chen, Ji 1 Chen, Jialei 1 Chen, Xuemei 1 Chen, Yaqing 1 Chen, Yifan 1 Christianson, Ryan B. 1 Claeskens, Gerda 1 Clouvel, Laura 1 Cockayne, Jon 1 Cole, D. Austin 1 Congedo, Pietro Marco 1 Contal, Emile 1 Crepey, Stephane 1 Dai, Xiaowu 1 Damblin, Guillaume 1 Datta, Abhirup 1 De Oliveira, Victor 1 De Rossi, Alessandra 1 Demange-Chryst, Julien 1 Demory, Bruno ...and 229 more Authors all top 5 Cited in 58 Serials 19 SIAM/ASA Journal on Uncertainty Quantification 10 The Annals of Statistics 8 Journal of Multivariate Analysis 8 Electronic Journal of Statistics 6 Computational Statistics and Data Analysis 5 Statistics and Computing 4 Journal of the American Statistical Association 3 Journal of Computational Physics 3 Machine Learning 3 Journal of Global Optimization 3 Communications in Statistics. Theory and Methods 3 Bernoulli 3 The Annals of Applied Statistics 3 Journal of Agricultural, Biological, and Environmental Statistics 2 Computer Methods in Applied Mechanics and Engineering 2 Information Sciences 2 Journal of Statistical Planning and Inference 2 Statistical Science 2 Computers & Operations Research 2 European Journal of Operational Research 2 Annals of Mathematics and Artificial Intelligence 2 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 2 Econometric Theory 2 Journal of Machine Learning Research (JMLR) 2 Mathematical Geosciences 2 Bayesian Analysis 1 The American Statistician 1 Applicable Analysis 1 Computers and Fluids 1 Mathematics of Computation 1 Annals of the Institute of Statistical Mathematics 1 Applied Mathematics and Computation 1 Automatica 1 International Statistical Review 1 Journal of Applied Probability 1 Journal of Econometrics 1 Mathematics and Computers in Simulation 1 Naval Research Logistics 1 Physica D 1 Probability Theory and Related Fields 1 Annals of Operations Research 1 Applied Mathematical Modelling 1 SIAM Journal on Optimization 1 Theory of Probability and Mathematical Statistics 1 Statistica Sinica 1 Advances in Computational Mathematics 1 The Journal of Fourier Analysis and Applications 1 INFORMS Journal on Computing 1 Journal of Nonparametric Statistics 1 Journal of Mathematical Chemistry 1 Statistical Methods and Applications 1 Optimization Letters 1 Discrete and Continuous Dynamical Systems. Series S 1 SIAM Journal on Financial Mathematics 1 Statistics Surveys 1 European Series in Applied and Industrial Mathematics (ESAIM): Proceedings and Surveys 1 Japanese Journal of Statistics and Data Science 1 SIAM Journal on Mathematics of Data Science all top 5 Cited in 24 Fields 106 Statistics (62-XX) 46 Probability theory and stochastic processes (60-XX) 19 Numerical analysis (65-XX) 15 Computer science (68-XX) 11 Operations research, mathematical programming (90-XX) 11 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 8 Geophysics (86-XX) 4 Approximations and expansions (41-XX) 3 Mechanics of deformable solids (74-XX) 3 Biology and other natural sciences (92-XX) 2 Partial differential equations (35-XX) 2 Harmonic analysis on Euclidean spaces (42-XX) 2 Functional analysis (46-XX) 1 Number theory (11-XX) 1 Algebraic geometry (14-XX) 1 Real functions (26-XX) 1 Ordinary differential equations (34-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Fluid mechanics (76-XX) 1 Optics, electromagnetic theory (78-XX) 1 Systems theory; control (93-XX) 1 Information and communication theory, circuits (94-XX) 1 Mathematics education (97-XX) Citations by Year