Hassan Maatouk
Présentation
Publications
Publications
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Cross-validation estimations of hyper-parameters of Gaussian processes with inequality constraintsSpatial Statistics 2015: Emerging Patterns committee, Jun 2015, Avignon, France. pp.38-44, ⟨10.1016/j.proenv.2015.07.105⟩ |
Correspondence between Gaussian processes with inequality constraints and constrained splinesGDR Mascot Num annual conference, Apr 2015, Saint Etienne, France |
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Gaussian processes for computer experiments with monotonicity informationUCM 2014 Conference, Jul 2014, Sheffield, United Kingdom |
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Simulation of Gaussian processes with interpolation and inequality constraints - A correspondence with optimal smoothing splinesGRF - Sim workshop : Simulation of Gaussian and related Random Fields, Nov 2014, Bern, Switzerland |
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A new rejection sampling method for truncated multivariate Gaussian random variablesEleventh International Conference on Monte Carlo and Quasi-Monte Carlo Methods in Scientific Computing, Apr 2014, Leuven, Belgium |
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Gaussian Processes: from knowledge-informed Machine Learning to optimizationHCERES LIMOS visit 2025, Oct 2025, Clermont -Ferrand, France. 2025 |
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Bayesian Linear Models for Large DatasetsInternational Workshop on Functional and Operatorial Statistics (IWFOS), Jun 2025, Novara, Italy. |
Gaussian processes for computer experiments with monotonicity informationMascotNum Annual Conference, Apr 2014, Zurich, Switzerland. 2p., 2014 |
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Efficient Bayesian Linear Models for a Large Number of ObservationsGermán Aneiros; Enea G. Bongiorno; Aldo Goia; Marie Hušková. New Trends in Functional Statistics and Related Fields, Springer Nature Switzerland, pp.327-335, 2025, Contributions to Statistics, 978-3-031-92383-8. ⟨10.1007/978-3-031-92383-8_40⟩ |
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A new rejection sampling method for truncated multivariate Gaussian random variables restricted to convex setsRonald Cools and Dirk Nuyens. Monte Carlo and Quasi-Monte Carlo Methods, 163, Springer International Publishing, pp.521-530, 2016, Springer Proceedings in Mathematics & Statistics, ⟨10.1007/978-3-319-33507-0_27⟩ |
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Adaptive finite-dimensional approximation of constrained Gaussian processes for large datasets2025 |
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Bayesian linear models for large datasets: Markov chain Monte Carlo or Matheron's update rule2025 |
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Optimal Smoothing and Gaussian Processes with noisy data under constraints2022 |
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Estimation de la courbe d'actualisation par krigeage sous contraintes2016 |
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Correspondance entre régression par processus Gaussien et splines d'interpolation sous contraintes linéaires de type inégalité. Théorie et applications.Autre. Ecole Nationale Supérieure des Mines de Saint-Etienne, 2015. Français. ⟨NNT : 2015EMSE0791⟩ |