Christian Soize

Publication Activity (10 Years)

Years Active: 2004-2024
Publications (10 Years): 22

Top Topics

Stochastic Processes

Computational Modeling

Bayesian Framework

Top Venues

J. Comput. Phys.

SIAM/ASA J. Uncertain. Quantification

Biomed. Signal Process. Control.

Publications

Christian Soize, Roger G. Ghanem
Transient anisotropic kernel for probabilistic learning on manifolds. CoRR (2024)
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)
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 (2024)
Christian Soize
Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures. Comput. Stat. 38 (4) (2023)
Christian Soize
Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures. CoRR (2022)
Christian Soize
Probabilistic learning inference of boundary value problem with uncertainties based on Kullback-Leibler divergence under implicit constraints. CoRR (2022)
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 (2021)
Americo Cunha Jr., Christian Soize, Rubens Sampaio
Computational modeling of the nonlinear stochastic dynamics of horizontal drillstrings. CoRR (2021)
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) (2020)
Guillaume Perrin, Christian Soize
Adaptive method for indirect identification of the statistical properties of random fields in a Bayesian framework. Comput. Stat. 35 (1) (2020)
Marc Mignolet, Christian Soize
Compressed Principal Component Analysis of Non-Gaussian Vectors. SIAM/ASA J. Uncertain. Quantification 8 (4) (2020)
Christian Soize, Roger G. Ghanem
Probabilistic learning on manifolds constrained by nonlinear partial differential equations for small datasets. CoRR (2020)
Christian Soize, Roger G. Ghanem, Cosmin Safta, Xun Huan, Zachary P. Vane, Joseph C. Oefelein, Guilhem Lacaze, Habib N. Najm, Q. Tang, X. Chen
Entropy-based closure for probabilistic learning on manifolds. J. Comput. Phys. 388 (2019)
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 (2019)
Christian Soize, Roger G. Ghanem
Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset. CoRR (2019)
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)
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 (2018)
Christian Soize, Roger G. Ghanem
Polynomial chaos representation of databases on manifolds. J. Comput. Phys. 335 (2017)
Guillaume Perrin, Christian Soize, Sophie Marque-Pucheu, Josselin Garnier
Nested polynomial trends for the improvement of Gaussian process-based predictors. J. Comput. Phys. 346 (2017)
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) (2017)
Christian Soize, Roger G. Ghanem
Data-driven probability concentration and sampling on manifold. J. Comput. Phys. 321 (2016)
Edson Cataldo, Christian Soize
Jitter generation in voice signals produced by a two-mass stochastic mechanical model. Biomed. Signal Process. Control. 27 (2016)
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) (2015)
Christian Soize
Polynomial Chaos Expansion of a Multimodal Random Vector. SIAM/ASA J. Uncertain. Quantification 3 (1) (2015)
James L. Beck, Wolfgang Graf, Christian Soize
Introduction. Comput. Aided Civ. Infrastructure Eng. 30 (5) (2015)
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)
Guillaume Perrin, Christian Soize, D. 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) (2014)
James L. Beck, Wolfgang Graf, Christian Soize
Introduction. Comput. Aided Civ. Infrastructure Eng. 29 (3) (2014)
Salah Naili, Vu-Hieu Nguyen, Mai-Ba Vu, Christophe Desceliers, Christian Soize
Ultrasound Wave Propagation in a Stochastic Cortical Bone Plate. KSE (2) (2013)
Maarten Arnst, Christian Soize, Roger G. Ghanem
Hybrid Sampling/Spectral Method for Solving Stochastic Coupled Problems. SIAM/ASA J. Uncertain. Quantification 1 (1) (2013)
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) (2013)
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) (2013)
Guillaume Perrin, Christian Soize, D. Duhamel, C. Funfschilling
Karhunen-Loève expansion revisited for vector-valued random fields: Scaling, errors and optimal basis. J. Comput. Phys. 242 (2013)
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) (2013)
Guillaume Perrin, Christian Soize, D. Duhamel, C. Funfschilling
Identification of Polynomial Chaos Representations in High Dimension from a Set of Realizations. SIAM J. Sci. Comput. 34 (6) (2012)
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) (2012)
James L. Beck, Wolfgang Graf, Christian Soize
Special Issue on Computational Intelligence in Structural Engineering and Mechanics. Comput. Aided Civ. Infrastructure Eng. 27 (9) (2012)
Christian Soize
Information Theory for Generation of Accelerograms Associated with Shock Response Spectra. Comput. Aided Civ. Infrastructure Eng. 25 (5) (2010)
Christian Soize, Christophe Desceliers
Computational Aspects for Constructing Realizations of Polynomial Chaos in High Dimension. SIAM J. Sci. Comput. 32 (5) (2010)
Maarten Arnst, Roger G. Ghanem, Christian Soize
Identification of Bayesian posteriors for coefficients of chaos expansions. J. Comput. Phys. 229 (9) (2010)
Christian Soize, Roger G. Ghanem
Physical Systems with Random Uncertainties: Chaos Representations with Arbitrary Probability Measure. SIAM J. Sci. Comput. 26 (2) (2004)