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11/19/2022
Non-centered parametric variational Bayes' approach for hierarchical inverse problems of partial differential equations
This paper proposes a non-centered parameterization based infinite-dimen...
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01/03/2022
Variational Inverting Network for Statistical Inverse Problems of Partial Differential Equations
To quantify uncertainties of the inverse problems governed by partial di...
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02/19/2021
Stein variational gradient descent on infinite-dimensional space and applications to statistical inverse problems
For solving Bayesian inverse problems governed by large-scale forward pr...
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07/08/2019
Variational Bayes' method for functions with applications to some inverse problems
Bayesian approach as a useful tool for quantifying uncertainties has bee...
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10/04/2018