Michael D. Shields

Available identifiers

zbMath Open shields.michael-dMaRDI QIDQ2160382

List of research outcomes

Publication	Date of Publication	Type
Grassmannian diffusion maps based surrogate modeling via geometric harmonics	2023-11-20	Paper
Efficient Bayesian inference with latent Hamiltonian neural networks in no-U-turn sampling	2023-09-27	Paper
On the influence of over-parameterization in manifold based surrogates and deep neural operators	2023-03-07	Paper
General multi-fidelity surrogate models: Framework and active learning strategies for efficient rare event simulation	2022-12-06	Paper
REFINED LATINIZED STRATIFIED SAMPLING: A ROBUST SEQUENTIAL SAMPLE SIZE EXTENSION METHODOLOGY FOR HIGH-DIMENSIONAL LATIN HYPERCUBE AND STRATIFIED DESIGNS	2022-11-24	Paper
https://portal.mardi4nfdi.de/entity/Q5052479	2022-11-24	Paper
Active learning with multifidelity modeling for efficient rare event simulation	2022-08-31	Paper
Data-driven uncertainty quantification in computational human head models	2022-08-03	Paper
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems	2022-06-13	Paper
Grassmannian Diffusion Maps--Based Dimension Reduction and Classification for High-Dimensional Data	2022-03-22	Paper
Bayesian neural networks for uncertainty quantification in data-driven materials modeling	2021-11-16	Paper
Variance-based adaptive sequential sampling for polynomial chaos expansion	2021-11-16	Paper
Imprecise Subset Simulation	2021-10-21	Paper
Simulation of non-stationary and non-Gaussian random processes by 3rd-order Spectral Representation Method: Theory and POD implementation	2021-09-28	Paper
On the quantification and efficient propagation of imprecise probabilities with copula dependence	2020-06-24	Paper
The effect of prior probabilities on quantification and propagation of imprecise probabilities resulting from small datasets	2020-04-07	Paper
Topology optimization of continuum structures subjected to filtered white noise stochastic excitations	2020-04-06	Paper
3rd-order Spectral Representation Method: Part II -- Ergodic Multi-variate random processes with fast Fourier transform	2019-11-22	Paper
3rd-order Spectral Representation Method: Part I -- Multi-dimensional random fields with fast Fourier transform implementation	2019-10-14	Paper
Stochastic collocation approach with adaptive mesh refinement for parametric uncertainty analysis	2019-06-26	Paper

Research outcomes over time

Doctoral students

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Known relations from the MaRDI Knowledge Graph

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MaRDI profile type	MaRDI person profile
instance of	human

This page was built for person: Michael D. Shields