research
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02/09/2022
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems
Constructing surrogate models for uncertainty quantification (UQ) on com...
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09/28/2021
Simulation of non-stationary and non-Gaussian random processes by 3rd-order Spectral Representation Method: Theory and POD implementation
This paper introduces the 3^rd-order Spectral Representation Method for ...
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11/22/2019
3rd-order Spectral Representation Method: Part II – Ergodic Multi-variate random processes with fast Fourier transform
The second in a two-part series, this paper extends the 3rd-order Spectr...
research
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10/14/2019