, However, the functional space where the spatiotemporal field lives has not be estimated. Dealing with this space
, Acknowledgement This work was partly funded in the Programme d'Investissements d'Avenir, grant PIA-FSN2-Calcul intensif et simulation numérique-2-AVIDO. This work was granted access to the HPC resources of CINES under the allocation 2018A0040610366 made by GENCI
Uncertainty quantification, SIAM, 2014. ,
Open TURNS: An industrial software for uncertainty quantification in simulation, Springer Handbook on Uncertainty Quantification, pp.2001-2038, 2017. ,
URL : https://hal.archives-ouvertes.fr/hal-01107849
, Springer Handbook on Uncertainty Quantification, 2017.
Note on a method for calculating corrected sums of squares and products, Technometrics, vol.4, issue.3, pp.419-420, 1962. ,
Updating formulae and a pairwise algorithm for computing sample variances, COMPSTAT 1982 5th Symposium, pp.30-41, 1982. ,
Incremental calculation of weighted mean and variance, 2009. ,
, Cluster Computing and Workshops, 2009. CLUSTER'09. IEEE International Conference on, pp.1-8, 2009.
Formulas for robust, one-pass parallel computation of covariances and arbitrary-order statistical moments ,
Design and performance of a scalable, parallel statistics toolkit, Parallel and Distributed Processing Workshops and Phd Forum, pp.1475-1484, 2011. ,
Feature-based statistical analysis of combustion simulation data, IEEE transactions on visualization and computer graphics, vol.17, issue.12, pp.1822-1831, 2011. ,
,
Isabela-qa: querydriven analytics with isabela-compressed extreme-scale scientific data, Proceedings of 2011 International Conference for High Performance Computing, Networking, Storage and Analysis, p.31, 2011. ,
Combining in-situ and in-transit processing to enable extreme-scale scientific analysis, High Performance Computing, Networking, Storage and Analysis (SC), 2012 International Conference for, pp.1-9, 2012. ,
Recursive estimation procedure of Sobol' indices based on replicated designs ,
URL : https://hal.archives-ouvertes.fr/hal-01291769
, Large scale in transit sensitivity analysis avoiding intermediate files, in: International Conference for High Performance Computing, Networking, Storage and Analysis (SC'17, 2017.
, Proceedings of the Second Workshop on In Situ Infrastructures for Enabling Extreme-Scale Analysis and Visualization, ISAV2016, ACM, 2016.
, A Scalable Parallel Framework for Analyzing Terascale Molecular Dynamics Simulation Trajectories, vol.56, p.12, 2008.
, How to Efficiently Leverage Multicore Parallelism to Achieve Scalable, Jitterfree I/O, in: CLUSTER-IEEE International Conference on Cluster Computing, 2012.
, FlexIO: I/O middleware for Location-Flexible Scientific Data Analytics, in: IPDPS'13, 2013.
A Flexible Framework for, 14th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (CCGrid'14), 2014. ,
URL : https://hal.archives-ouvertes.fr/hal-00941413
, Uncertainty in industrial practice, 2008.
Estimation of rare event probabilities in complex aerospace and other systems, 2016. ,
URL : https://hal.archives-ouvertes.fr/hal-01299041
Advanced methodology for uncertainty propagation in computer experiments with large number of inputs, Nuclear Technology ,
URL : https://hal.archives-ouvertes.fr/hal-01907198
Importance sampling for monte carlo estimation of quantiles, Proceedings of Second International Workshop on Mathematical Methods in Stochastic Simulation and Experimental Design, pp.180-185, 1996. ,
Control variates for probability and quantile estimation, Management Science, vol.44, pp.1295-1312, 1998. ,
Controlled stratification for quantile estimation, Annals of Apllied Statistics, vol.2, pp.1554-1580, 2008. ,
URL : https://hal.archives-ouvertes.fr/hal-00355016
Visualization tools for uncertainty and sensitivity analyses on thermal-hydraulic transients, Joint International Conference on Supercomputing in Nuclear Applications and Monte Carlo 2013 (SNA + MC 2013), 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00952930
Visualizing statistical analysis of curves datasets in Paraview, 2014 IEEE Conference on Visual Analytics Science and Technology (VAST), 2014. ,
Uncertainty quantification for functional dependent random variables, Comput. Stat ,
URL : https://hal.archives-ouvertes.fr/hal-01075840
, Order statistics, 2003.
A stochastic approximation method, The Annals of Mathematical Statistics, vol.22, pp.400-407, 1951. ,
, Random iterative models, 1997.
Nonparametric recursive quantile estimation, Statistics and probability Letters, vol.93, pp.102-107, 2014. ,
, Exploratory data analysis, vol.2, 1977.
Adaptive algorithms and stochastic approximation iterative models, 1990. ,
, Stochastic approximation and recursive algorithms and applications, 2003.
Online learning algorithms, Foundations of Computational Mathematics, vol.6, pp.145-170, 2006. ,
Efficient and fast estimation of the geometric median in hilbert spaces with an averaged stochastic gradient algorithm, Bernoulli, vol.19, pp.18-43, 2013. ,
URL : https://hal.archives-ouvertes.fr/hal-00558481
Conditional quantile sequential estimation for stochastic codes ,
URL : https://hal.archives-ouvertes.fr/hal-01187329
Messaging for Many Applications, 2013. ,
Code_Saturne: a finite volume code for the computation of turbulent incompressible flows, International Journal on Finite, vol.1 ,
URL : https://hal.archives-ouvertes.fr/hal-01115371
Optimizing code_Saturne computations on petascale systems, Computers & Fluids, vol.45, issue.1, pp.103-108, 2011. ,