Christian Soize

44 papers Journal 42Unranked 1

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	A tractable nonparametric probabilistic approach for modeling and quantifying model-form uncertainty in turbulent CFD. J. Comput. Phys. Emily Jewell, Charbel Farhat, Christian Soize
2025	J	`jnl`	Supervised Learning of Random Neural Architectures Structured by Latent Random Fields on Compact Boundaryless Multiply-Connected Manifolds. CoRR Christian Soize
2024	J	`jnl`	Polynomial-chaos-based conditional statistics for probabilistic learning with heterogeneous data applied to atomic collisions of Helium on graphite substrate. J. Comput. Phys. Christian Soize, Quy-Dong To
2024	J	`jnl`	Transient anisotropic kernel for probabilistic learning on manifolds. CoRR Christian Soize, Roger G. Ghanem
2024	J	`jnl`	Updating Nonlinear Stochastic Dynamics of an Uncertain Nozzle Model Using Probabilistic Learning With Partial Observability and Incomplete Dataset. J. Comput. Inf. Sci. Eng. Evangéline Capiez-Lernout, Olivier Ezvan, Christian Soize
2023	J	`jnl`	Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures. Comput. Stat. Christian Soize
2022	J	`jnl`	Probabilistic learning constrained by realizations using a weak formulation of Fourier transform of probability measures. CoRR Christian Soize
2022	J	`jnl`	Probabilistic learning inference of boundary value problem with uncertainties based on Kullback-Leibler divergence under implicit constraints. CoRR Christian Soize
2021	J	`jnl`	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. Edson Cataldo, Christian Soize
2021	J	`jnl`	Computational modeling of the nonlinear stochastic dynamics of horizontal drillstrings. CoRR Americo Cunha Jr., Christian Soize, Rubens Sampaio
2020	J	`jnl`	Adaptive method for indirect identification of the statistical properties of random fields in a Bayesian framework. Comput. Stat. Guillaume Perrin, Christian Soize
2020	J	`jnl`	Compressed Principal Component Analysis of Non-Gaussian Vectors. SIAM/ASA J. Uncertain. Quantification Marc Mignolet, Christian Soize
2020	J	`jnl`	Probabilistic learning on manifolds constrained by nonlinear partial differential equations for small datasets. CoRR Christian Soize, Roger G. Ghanem
2020	J	`jnl`	Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset. Stat. Comput. Christian Soize, Roger G. Ghanem, Christophe Desceliers
2019	J	`jnl`	Design optimization of a scramjet under uncertainty using probabilistic learning on manifolds. J. Comput. Phys. Roger G. Ghanem, Christian Soize, Cosmin Safta, Xun Huan, Guilhem Lacaze, Joseph C. Oefelein, Habib N. Najm
2019	J	`jnl`	Entropy-based closure for probabilistic learning on manifolds. J. Comput. Phys. Christian Soize, Roger G. Ghanem, Cosmin Safta, Xun Huan, Zachary P. Vane, Joseph C. Oefelein, Guilhem Lacaze, Habib N. Najm, Qi Tang, X. Chen
2019	J	`jnl`	Experimental evaluation and model of a nonlinear absorber for vibration attenuation. Commun. Nonlinear Sci. Numer. Simul. Deborah Lavazec, Gwendal Cumunel, Denis Duhamel, Christian Soize
2019	J	`jnl`	Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset. CoRR Christian Soize, Roger G. Ghanem
2018	J	`jnl`	Data-driven kernel representations for sampling with an unknown block dependence structure under correlation constraints. Comput. Stat. Data Anal. Guillaume Perrin, Christian Soize, N. Ouhbi
2017	J	`jnl`	Nested polynomial trends for the improvement of Gaussian process-based predictors. J. Comput. Phys. Guillaume Perrin, Christian Soize, Sophie Marque-Pucheu, Josselin Garnier
2017	J	`jnl`	Optimal Partition in Terms of Independent Random Vectors of Any Non-Gaussian Vector Defined by a Set of Realizations. SIAM/ASA J. Uncertain. Quantification Christian Soize
2017	J	`jnl`	Polynomial chaos representation of databases on manifolds. J. Comput. Phys. Christian Soize, Roger G. Ghanem
2016	J	`jnl`	Data-driven probability concentration and sampling on manifold. J. Comput. Phys. Christian Soize, Roger G. Ghanem
2016	J	`jnl`	Jitter generation in voice signals produced by a two-mass stochastic mechanical model. Biomed. Signal Process. Control. Edson Cataldo, Christian Soize
2015	J	`jnl`	Introduction. Comput. Aided Civ. Infrastructure Eng. James L. Beck, Wolfgang Graf, Christian Soize
2015	J	`jnl`	Polynomial Chaos Expansion of a Multimodal Random Vector. SIAM/ASA J. Uncertain. Quantification Christian Soize
2015	J	`jnl`	Robust design optimization with an uncertain model of a nonlinear vibro-impact electro-mechanical system. Commun. Nonlinear Sci. Numer. Simul. Roberta Lima, Christian Soize, Rubens Sampaio
2014	J	`jnl`	A Posteriori Error and Optimal Reduced Basis for Stochastic Processes Defined by a Finite Set of Realizations. SIAM/ASA J. Uncertain. Quantification Guillaume Perrin, Christian Soize, Denis Duhamel, C. Funfschilling
2014	J	`jnl`	Introduction. Comput. Aided Civ. Infrastructure Eng. James L. Beck, Wolfgang Graf, Christian Soize
2014	J	`jnl`	Itô SDE-based Generator for a Class of Non-Gaussian Vector-valued Random Fields in Uncertainty Quantification. SIAM J. Sci. Comput. Johann Guilleminot, Christian Soize
2013	J	`jnl`	Calculation of Lagrange Multipliers in the Construction of Maximum Entropy Distributions in High Stochastic Dimension. SIAM/ASA J. Uncertain. Quantification A. Batou, Christian Soize
2013	J	`jnl`	Computational Nonlinear Thermomechanical Model of Large Light Partition Walls Based on Experimental Analysis and Probabilistic Models. Comput. Aided Civ. Infrastructure Eng. T. T. Do, Christian Soize, J.-V. Heck
2013	J	`jnl`	Hybrid Sampling/Spectral Method for Solving Stochastic Coupled Problems. SIAM/ASA J. Uncertain. Quantification Maarten Arnst, Christian Soize, Roger G. Ghanem
2013	J	`jnl`	Karhunen-Loève expansion revisited for vector-valued random fields: Scaling, errors and optimal basis. J. Comput. Phys. Guillaume Perrin, Christian Soize, Denis Duhamel, C. Funfschilling
2013	J	`jnl`	Stochastic Model and Generator for Random Fields with Symmetry Properties: Application to the Mesoscopic Modeling of Elastic Random Media. Multiscale Model. Simul. Johann Guilleminot, Christian Soize
2013	—	`conf`	Ultrasound Wave Propagation in a Stochastic Cortical Bone Plate. KSE (2) Salah Naili, Vu-Hieu Nguyen, Mai-Ba Vu, Christophe Desceliers, Christian Soize
2012	J	`jnl`	Identification of Polynomial Chaos Representations in High Dimension from a Set of Realizations. SIAM J. Sci. Comput. Guillaume Perrin, Christian Soize, Denis Duhamel, C. Funfschilling
2012	J	`jnl`	Special Issue on Computational Intelligence in Structural Engineering and Mechanics. Comput. Aided Civ. Infrastructure Eng. James L. Beck, Wolfgang Graf, Christian Soize
2012	J	`jnl`	Time-domain formulation in computational dynamics for linear viscoelastic media with model uncertainties and stochastic excitation. Comput. Math. Appl. Christian Soize, Igor E. Poloskov
2010	J	`jnl`	Computational Aspects for Constructing Realizations of Polynomial Chaos in High Dimension. SIAM J. Sci. Comput. Christian Soize, Christophe Desceliers
2010	J	`jnl`	Identification of Bayesian posteriors for coefficients of chaos expansions. J. Comput. Phys. Maarten Arnst, Roger G. Ghanem, Christian Soize
2010	J	`jnl`	Information Theory for Generation of Accelerograms Associated with Shock Response Spectra. Comput. Aided Civ. Infrastructure Eng. Christian Soize
2004	J	`jnl`	Physical Systems with Random Uncertainties: Chaos Representations with Arbitrary Probability Measure. SIAM J. Sci. Comput. Christian Soize, Roger G. Ghanem
1994	—	`book`	The Fokker-Planck Equation for Stochastic Dynamical Systems and Its Explicit Steady State Solutions Christian Soize