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08/03/2020
MFNets: Learning network representations for multifidelity surrogate modeling
This paper presents an approach for constructing multifidelity surrogate...
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06/08/2020
Efficient MCMC Sampling for Bayesian Matrix Factorization by Breaking Posterior Symmetries
Bayesian low-rank matrix factorization techniques have become an essenti...
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03/04/2020
Bayesian System ID: Optimal management of parameter, model, and measurement uncertainty
We evaluate the robustness of a probabilistic formulation of system iden...
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09/30/2019
Adaptive Multi-index Collocation for Uncertainty Quantification and Sensitivity Analysis
In this paper, we present an adaptive algorithm to construct response su...
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07/11/2019