Michael D. Shields

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Person:2160382

Available identifiers

zbMath Open shields.michael-dMaRDI QIDQ2160382

List of research outcomes

PublicationDate of PublicationType
Grassmannian diffusion maps based surrogate modeling via geometric harmonics2023-11-20Paper
Efficient Bayesian inference with latent Hamiltonian neural networks in no-U-turn sampling2023-09-27Paper
On the influence of over-parameterization in manifold based surrogates and deep neural operators2023-03-07Paper
General multi-fidelity surrogate models: Framework and active learning strategies for efficient rare event simulation2022-12-06Paper
REFINED LATINIZED STRATIFIED SAMPLING: A ROBUST SEQUENTIAL SAMPLE SIZE EXTENSION METHODOLOGY FOR HIGH-DIMENSIONAL LATIN HYPERCUBE AND STRATIFIED DESIGNS2022-11-24Paper
https://portal.mardi4nfdi.de/entity/Q50524792022-11-24Paper
Active learning with multifidelity modeling for efficient rare event simulation2022-08-31Paper
Data-driven uncertainty quantification in computational human head models2022-08-03Paper
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems2022-06-13Paper
Grassmannian Diffusion Maps--Based Dimension Reduction and Classification for High-Dimensional Data2022-03-22Paper
Bayesian neural networks for uncertainty quantification in data-driven materials modeling2021-11-16Paper
Variance-based adaptive sequential sampling for polynomial chaos expansion2021-11-16Paper
Imprecise Subset Simulation2021-10-21Paper
Simulation of non-stationary and non-Gaussian random processes by 3rd-order Spectral Representation Method: Theory and POD implementation2021-09-28Paper
On the quantification and efficient propagation of imprecise probabilities with copula dependence2020-06-24Paper
The effect of prior probabilities on quantification and propagation of imprecise probabilities resulting from small datasets2020-04-07Paper
Topology optimization of continuum structures subjected to filtered white noise stochastic excitations2020-04-06Paper
3rd-order Spectral Representation Method: Part II -- Ergodic Multi-variate random processes with fast Fourier transform2019-11-22Paper
3rd-order Spectral Representation Method: Part I -- Multi-dimensional random fields with fast Fourier transform implementation2019-10-14Paper
Stochastic collocation approach with adaptive mesh refinement for parametric uncertainty analysis2019-06-26Paper

Research outcomes over time


Doctoral students

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