Probabilistic Learning on Manifolds (PLoM)
Roger Ghanem
,
Christian Soize
Machine Learning in Science and Engineering (MISE 2020) , Columbia University, Dec 2020, New York, United States
Conference papers
hal-03137898v1
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Probabilistic machine learning with intrinsic constraints
Roger Ghanem
,
Christian Soize
SIAM Conference on Mathematics of Data Science (MSD20) , May 2020, Cincinnati, Ohio, United States
Conference papers
hal-03137946v1
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Evidence for self-similar, triangular slip distributions on earthquakes: Implications for earthquake and fault mechanics.
Isabelle Manighetti
,
Michel Campillo
,
C. Sammis
,
P.M. Mai
,
G. King
Journal articles
istex
hal-00109375v1
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Maximum likelihood estimation of stochastic chaos representations from experimental data
Christophe Desceliers
,
R. Ghanem
,
Christian Soize
International Journal for Numerical Methods in Engineering , 2006, 66 (6), pp.978-1001.
⟨10.1002/nme.1576⟩
Journal articles
hal-00686154v1
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Inverse problem for the identification of Chaos representations of random fields using experimental vibrational tests
Christophe Desceliers
,
Christian Soize
,
R. Ghanem
International Conference on Noise and Vibration Engineering (ISMA2006) , Katholieke Universiteit Leuven, Sep 2006, Leuven, Belgium. pp.4117-4123
Conference papers
hal-00686204v1
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A probabilistic model for bounded elasticity tensor random fields with application to polycrystalline microstructures
Johann Guilleminot
,
A. Noshadravan
,
Christian Soize
,
R. Ghanem
Journal articles
hal-00684305v1
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Probabilistic learning on manifolds
Christian Soize
,
Roger Ghanem
Journal articles
hal-02919127v1
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Design optimization of a scramjet under uncertainty using probabilistic learning on manifolds
Roger Ghanem
,
Christian Soize
,
C. Safta
,
X. Huan
,
G. Lacaze
,
et al.
Journal articles
hal-02341912v1
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Identification of Bayesian posteriors for coefficients of chaos expansions
M. Arnst
,
R. Ghanem
,
Christian Soize
Journal articles
hal-00684317v1
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Optimal well-placement using probabilistic learning
Roger Ghanem
,
Christian Soize
,
Charanraj Thimmisetty
Journal articles
hal-01703255v1
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Probabilistic models and sampling on manifolds
Roger Ghanem
,
Christian Soize
SIAM UQ , Apr 2018, Garden Grove, United States
Conference papers
hal-01810459v1
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Stochastic reduced-order model for spent nuclear fuel containers
Olivier Ezvan
,
Xiaoshu Zeng
,
Roger Ghanem
,
Bora Gencturk
EURODYN 2020, XI International Conference on Structural Dynamics , Nov 2020, Athènes (virtual), Greece
Conference papers
hal-03245567v1
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Sampling of Bayesian posteriors with a non-Gaussian probabilistic learning on manifolds from a small dataset
Christian Soize
,
Roger Ghanem
,
Christophe Desceliers
Journal articles
hal-02640469v1
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Data-driven probabilistic learning on manifolds
Christian Soize
,
Roger Ghanem
The 4th conference on Model Reduction of Parametrized Systems (MoRePaS IV) , Apr 2018, Nantes, France
Conference papers
hal-01810457v1
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Women’s portraits of the self
Caroline Trotot
,
Natania Meeker
revues.org , 6, 2016, Arts et savoirs, Gisèle Séginger
Books
hal-01492999v1
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Polynomial chaos representation of databases on manifolds
Christian Soize
,
Roger Ghanem
Journal articles
hal-01448413v1
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Entropy-based closure for probabilistic learning on manifolds
Christian Soize
,
Roger Ghanem
,
C. Safta
,
X. Huan
,
Z.P. P Vane
,
et al.
Journal articles
hal-02100250v1
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Are Metabolic Signatures Mediating the Relationship between Lifestyle Factors and Hepatocellular Carcinoma Risk? Results from a Nested Case-Control Study in EPIC
Nada Assi
,
Duncan C. Thomas
,
Michael Leitzmann
,
Magdalena Stepien
,
Véronique Chajes
,
et al.
Journal articles
hal-02502370v1
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Enhancing model predictability for a scramjet using probabilistic learning on manifolds
Christian Soize
,
Roger Ghanem
,
Cosmin Safta
,
Xun Huan
,
Zachary P Vane
,
et al.
Journal articles
hal-02052839v1
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Probabilistic nonconvex constrained optimization with fixed number of function evaluations
Roger Ghanem
,
Christian Soize
International Journal for Numerical Methods in Engineering , 2018, 113 (4), pp.719-741.
⟨10.1002/nme.5632⟩
Journal articles
hal-01576263v1
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Polynomial chaos representation of a stochastic preconditioner
Christophe Desceliers
,
R. Ghanem
,
Christian Soize
International Journal for Numerical Methods in Engineering , 2005, 64 (5), pp.618-634.
⟨10.1002/nme.1382⟩
Journal articles
istex
hal-00686183v1
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Identification of chaos representations of elastic properties of random media using experimental vibration tests
Christophe Desceliers
,
Christian Soize
,
R. Ghanem
Journal articles
hal-00686150v1
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Remarks on stochastic properties of materials through finite deformations
Roger Ghanem
,
Christian Soize
Journal articles
hal-01162152v1
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Approaches to Managing Freight in Metropolitan Areas
Geneviève Giuliano
,
Laetitia Dablanc
Urban Freight Symposium , May 2013, France. 23p
Conference papers
hal-00863702v1
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Stochastic representation for anisotropic permeability tensor random fields
Johann Guilleminot
,
Christian Soize
,
R. Ghanem
International Journal for Numerical and Analytical Methods in Geomechanics , 2012, 36 (13), pp.1592-1608.
⟨10.1002/nag.1081⟩
Journal articles
istex
hal-00724651v1
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Probabilistic learning on manifolds (PLoM) with partition
Christian Soize
,
Roger Ghanem
International Journal for Numerical Methods in Engineering , 2022, 123 (1), pp.268-290.
⟨10.1002/nme.6856⟩
Journal articles
hal-03381363v1
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Dominant substructural vibration modes for fully-loaded spent nuclear fuel canisters
Olivier Ezvan
,
X. Zeng
,
R. Ghanem
,
B. Gencturk
Journal articles
hal-03245490v1
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Probabilistic learning on manifold for optimization under uncertainties
Christian Soize
,
Roger Ghanem
(Plenary Lecture), UNCECOMP 2017, 2nd International Conference on Uncertainty Quantification in Computational Sciences and Engineering and COMPDYN 2017, 6th International Conference on Computational Methods in Structural Dynamics and Earthquake Engineering , Jun 2017, Rhodes Island, Greece. pp.1-15
Conference papers
hal-01541216v1
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Machine Learning for Efficient Sampling in UQ
Roger Ghanem
,
Christian Soize
The 13th World Congress of Computational Mechanics (WCCM 2018) and Second Pan American Congress on Computational Mechanics (PANACM II) , Jul 2018, New York, United States
Conference papers
hal-01876749v1
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Manifold sampling for data-driven UQ and optimization (Keynote lecture presented by R. Ghanem)
Christian Soize
,
Roger Ghanem
USNCCM 2017, 14th U. S. National Congress on Computational Mechanics , Jul 2017, Montreal, Canada
Conference papers
hal-01566425v1
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