Publications

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Using Manifold Learning to Enable Computationally Efficient Stochastic Inversion with High-dimensional Data

Wccm-apcom 2022

Tian Yu NMN Yen, Timothy Michael Wildey

Conference Presentation – 2022 Conference Presentation 2022

Embedded uncertainty estimation for data-driven surrogates to enable trustworthy ML for UQ

Machine Learning and Deep Learning Conference

Timothy Michael Wildey, Gianluca Geraci, Michael S. Eldred, John Davis Jakeman, Owen Davis, Teresa Portone, Tian Yu NMN Yen, Bryan William Reuter, Alex Gorodetsky, Ahmad Rushdi, Daniele Schiavazzi, Lauren Partin

Conference Presentation – 2022 Conference Presentation 2022

A Probabilistic Characterization of Aleatoric and Epistemic Uncertainty in Solutions to Stochastic Inverse Problems Using Machine Learning Surrogate Models

SIAM Conference on Uncertainty Quantification

Timothy Michael Wildey, Troy Butler, Tian Yu NMN Yen

Conference Presentation – 2022 Conference Presentation 2022

Quantifying Aleatoric and Epistemic Uncertainties in RLC Circuits with Data-consistent Inversion

SIAM Conference on Uncertainty Quantification

Tian Yu NMN Yen, Timothy Michael Wildey, Troy Butler

Conference Poster – 2022 Conference Poster 2022

Using Manifold Learning to Enable Computationally Efficient Stochastic Inversion with High-dimensional Data

15th World Congress on Computational Mechanics

Tian Yu NMN Yen, Timothy Michael Wildey

Abstract – 2021 Abstract 2021

Quantifying Aleatoric and Epistemic Uncertainties in RLC Circuits with Data-Consistent Inversion

Siam Uq 2022

Tian Yu NMN Yen

Abstract – 2021 Abstract 2021

Posters for AA/CE Reception

AA/CE Reception

Robert J. Kuether, Brooke Marie Allensworth, Adam Backer, Elton Y Chen, Remi Philippe Michel Dingreville, Eric Christopher Forrest, Robert Knepper, Alexander S. Tappan, Michael P. Marquez, Jonathan George Vasiliauskas, Stephen George Rupper, Michael James Grant, Lauren Claire Atencio, Tyler John Hipple, Danae Maria Maes, Jerilyn A. Timlin, Tian J. Ma, Rudy J. Garcia, Forest Danford, Laura Patrizi, Jennifer Galasso, Timothy J. Draelos, Thushara Gunda, Otoniel Venezuela, Wesley Alexander Brooks, Stephen Michael Anthony, Bryan Carson, Michael Johnathan Reeves, Matthew Roach, Erin Maines, Judith Maria Lavin, Shaun R Whetten, Laura Painton Swiler

https://www.osti.gov/search/identifier:1592652

Display or Poster (non-conference) – 2018 Display or Poster (non-conference) 2018
Document Title Type Year