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05/04/2023
Multilevel Monte Carlo estimators for derivative-free optimization under uncertainty
Optimization is a key tool for scientific and engineering applications, ...
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05/10/2022
Multifidelity data fusion in convolutional encoder/decoder networks
We analyze the regression accuracy of convolutional neural networks asse...
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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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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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08/13/2019
Multilevel and multifidelity uncertainty quantification for cardiovascular hemodynamics
Standard approaches for uncertainty quantification (UQ) in cardiovascula...
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11/12/2018