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ORCIDChristian Soize
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2020 – today
- 2024
[j34]Evangéline Capiez-Lernout, Olivier Ezvan, Christian Soize
:
Updating Nonlinear Stochastic Dynamics of an Uncertain Nozzle Model Using Probabilistic Learning With Partial Observability and Incomplete Dataset. J. Comput. Inf. Sci. Eng. 24(6) (2024)- [j33]Christian Soize, Quy-Dong To:
Polynomial-chaos-based conditional statistics for probabilistic learning with heterogeneous data applied to atomic collisions of Helium on graphite substrate. J. Comput. Phys. 496: 112582 (2024) - [i6]Christian Soize, Roger G. Ghanem:
Transient anisotropic kernel for probabilistic learning on manifolds. CoRR abs/2407.21435 (2024) - 2023
- [j32]Christian Soize:
Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures. Comput. Stat. 38(4): 1879-1925 (2023) - 2022
- [i5]Christian Soize:
Probabilistic learning inference of boundary value problem with uncertainties based on Kullback-Leibler divergence under implicit constraints. CoRR abs/2202.05112 (2022) - [i4]Christian Soize:
Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures. CoRR abs/2205.03078 (2022) - 2021
- [j31]Edson Cataldo, Christian Soize:
A stochastic model of voice generation and the corresponding solution for the inverse problem using Artificial Neural Network for case with pathology in the vocal folds. Biomed. Signal Process. Control. 68: 102623 (2021) - [i3]Americo Cunha Jr., Christian Soize, Rubens Sampaio:
Computational modeling of the nonlinear stochastic dynamics of horizontal drillstrings. CoRR abs/2105.13454 (2021) - 2020
- [j30]Guillaume Perrin, Christian Soize:
Adaptive method for indirect identification of the statistical properties of random fields in a Bayesian framework. Comput. Stat. 35(1): 111-133 (2020) - [j29]Marc Mignolet, Christian Soize:
Compressed Principal Component Analysis of Non-Gaussian Vectors. SIAM/ASA J. Uncertain. Quantification 8(4): 1261-1286 (2020) - [j28]Christian Soize, Roger G. Ghanem, Christophe Desceliers:
Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset. Stat. Comput. 30(5): 1433-1457 (2020) - [i2]Christian Soize, Roger G. Ghanem:
Probabilistic learning on manifolds constrained by nonlinear partial differential equations for small datasets. CoRR abs/2010.14324 (2020)
2010 – 2019
- 2019
- [j27]Deborah Lavazec, Gwendal Cumunel, Denis Duhamel, Christian Soize:
Experimental evaluation and model of a nonlinear absorber for vibration attenuation. Commun. Nonlinear Sci. Numer. Simul. 69: 386-397 (2019) - [j26]Christian Soize, Roger G. Ghanem, Cosmin Safta, Xun Huan, Zachary P. Vane, Joseph C. Oefelein, Guilhem Lacaze, Habib N. Najm, Qi Tang, X. Chen:
Entropy-based closure for probabilistic learning on manifolds. J. Comput. Phys. 388: 518-533 (2019) - [j25]Roger G. Ghanem, Christian Soize, Cosmin Safta, Xun Huan, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm:
Design optimization of a scramjet under uncertainty using probabilistic learning on manifolds. J. Comput. Phys. 399 (2019) - [i1]Christian Soize, Roger G. Ghanem:
Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset. CoRR abs/1910.12717 (2019) - 2018
- [j24]Guillaume Perrin, Christian Soize, N. Ouhbi:
Data-driven kernel representations for sampling with an unknown block dependence structure under correlation constraints. Comput. Stat. Data Anal. 119: 139-154 (2018) - 2017
- [j23]Christian Soize, Roger G. Ghanem:
Polynomial chaos representation of databases on manifolds. J. Comput. Phys. 335: 201-221 (2017) - [j22]Guillaume Perrin, Christian Soize, Sophie Marque-Pucheu, Josselin Garnier:
Nested polynomial trends for the improvement of Gaussian process-based predictors. J. Comput. Phys. 346: 389-402 (2017) - [j21]Christian Soize:
Optimal Partition in Terms of Independent Random Vectors of Any Non-Gaussian Vector Defined by a Set of Realizations. SIAM/ASA J. Uncertain. Quantification 5(1): 176-211 (2017) - 2016
- [j20]Edson Cataldo, Christian Soize:
Jitter generation in voice signals produced by a two-mass stochastic mechanical model. Biomed. Signal Process. Control. 27: 87-95 (2016) - [j19]Christian Soize, Roger G. Ghanem:
Data-driven probability concentration and sampling on manifold. J. Comput. Phys. 321: 242-258 (2016) - 2015
- [j18]James L. Beck, Wolfgang Graf, Christian Soize:
Introduction. Comput. Aided Civ. Infrastructure Eng. 30(5): 329 (2015) - [j17]Roberta Lima, Christian Soize, Rubens Sampaio:
Robust design optimization with an uncertain model of a nonlinear vibro-impact electro-mechanical system. Commun. Nonlinear Sci. Numer. Simul. 23(Issues): 263-273 (2015) - [j16]Christian Soize:
Polynomial Chaos Expansion of a Multimodal Random Vector. SIAM/ASA J. Uncertain. Quantification 3(1): 34-60 (2015) - 2014
- [j15]James L. Beck, Wolfgang Graf, Christian Soize:
Introduction. Comput. Aided Civ. Infrastructure Eng. 29(3): 159 (2014) - [j14]Guillaume Perrin, Christian Soize, Denis Duhamel, C. Funfschilling:
A Posteriori Error and Optimal Reduced Basis for Stochastic Processes Defined by a Finite Set of Realizations. SIAM/ASA J. Uncertain. Quantification 2(1): 745-762 (2014) - [j13]Johann Guilleminot, Christian Soize:
Itô SDE-based Generator for a Class of Non-Gaussian Vector-valued Random Fields in Uncertainty Quantification. SIAM J. Sci. Comput. 36(6) (2014) - 2013
- [j12]T. T. Do, Christian Soize, J.-V. Heck:
Computational Nonlinear Thermomechanical Model of Large Light Partition Walls Based on Experimental Analysis and Probabilistic Models. Comput. Aided Civ. Infrastructure Eng. 28(2): 81-97 (2013) - [j11]Guillaume Perrin, Christian Soize, Denis Duhamel, C. Funfschilling:
Karhunen-Loève expansion revisited for vector-valued random fields: Scaling, errors and optimal basis. J. Comput. Phys. 242: 607-622 (2013) - [j10]Maarten Arnst, Christian Soize, Roger G. Ghanem:
Hybrid Sampling/Spectral Method for Solving Stochastic Coupled Problems. SIAM/ASA J. Uncertain. Quantification 1(1): 218-243 (2013) - [j9]A. Batou, Christian Soize:
Calculation of Lagrange Multipliers in the Construction of Maximum Entropy Distributions in High Stochastic Dimension. SIAM/ASA J. Uncertain. Quantification 1(1): 431-451 (2013) - [j8]Johann Guilleminot, Christian Soize:
Stochastic Model and Generator for Random Fields with Symmetry Properties: Application to the Mesoscopic Modeling of Elastic Random Media. Multiscale Model. Simul. 11(3): 840-870 (2013) - [c1]Salah Naili, Vu-Hieu Nguyen, Mai-Ba Vu, Christophe Desceliers, Christian Soize:
Ultrasound Wave Propagation in a Stochastic Cortical Bone Plate. KSE (2) 2013: 435-443 - 2012
- [j7]James L. Beck, Wolfgang Graf, Christian Soize:
Special Issue on Computational Intelligence in Structural Engineering and Mechanics. Comput. Aided Civ. Infrastructure Eng. 27(9): 639 (2012) - [j6]Christian Soize, Igor E. Poloskov:
Time-domain formulation in computational dynamics for linear viscoelastic media with model uncertainties and stochastic excitation. Comput. Math. Appl. 64(11): 3594-3612 (2012) - [j5]Guillaume Perrin, Christian Soize, Denis Duhamel, C. Funfschilling:
Identification of Polynomial Chaos Representations in High Dimension from a Set of Realizations. SIAM J. Sci. Comput. 34(6) (2012) - 2010
- [j4]Christian Soize:
Information Theory for Generation of Accelerograms Associated with Shock Response Spectra. Comput. Aided Civ. Infrastructure Eng. 25(5): 334-347 (2010) - [j3]Maarten Arnst, Roger G. Ghanem, Christian Soize:
Identification of Bayesian posteriors for coefficients of chaos expansions. J. Comput. Phys. 229(9): 3134-3154 (2010) - [j2]Christian Soize, Christophe Desceliers:
Computational Aspects for Constructing Realizations of Polynomial Chaos in High Dimension. SIAM J. Sci. Comput. 32(5): 2820-2831 (2010)
2000 – 2009
- 2004
- [j1]Christian Soize, Roger G. Ghanem:
Physical Systems with Random Uncertainties: Chaos Representations with Arbitrary Probability Measure. SIAM J. Sci. Comput. 26(2): 395-410 (2004)
1990 – 1999
- 1994
- [b1]Christian Soize:
The Fokker-Planck Equation for Stochastic Dynamical Systems and Its Explicit Steady State Solutions. Series on Advances in Mathematics for Applied Sciences 17, World Scientific 1994, ISBN 978-981-02-1755-6, pp. 1-340
Coauthor Index
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