Active Learning with Multifidelity Modeling for Efficient Rare Event
Simulation

Active Learning with Multifidelity Modeling for Efficient Rare Event Simulation

25 June 2021

Somayajulu L. N. Dhulipala

Michael D. Shields

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Papers citing "Active Learning with Multifidelity Modeling for Efficient Rare Event Simulation"

15 / 15 papers shown

Title
A survey of unsupervised learning methods for high-dimensional uncertainty quantification in black-box-type problems Katiana Kontolati Dimitrios Loukrezis D. D. Giovanis Lohit Vandanapu Michael D. Shields 63 43 0 09 Feb 2022
Ensemble approximate control variate estimators: Applications to multi-fidelity importance sampling Trung T. Pham Alex A. Gorodetsky 70 14 0 07 Jan 2021
Multi-fidelity Bayesian Neural Networks: Algorithms and Applications Xuhui Meng H. Babaee George Karniadakis 54 131 0 19 Dec 2020
Modern Monte Carlo Methods for Efficient Uncertainty Quantification and Propagation: A Survey Jiaxin Zhang 65 112 0 02 Nov 2020
Adaptive Physics-Informed Neural Networks for Markov-Chain Monte Carlo M. A. Nabian Hadi Meidani 40 6 0 03 Aug 2020
Multi-fidelity modeling with different input domain definitions using Deep Gaussian Processes Ali Hebbal Loïc Brevault M. Balesdent El-Ghazali Talbi N. Melab AI4CE 61 36 0 29 Jun 2020
Transfer learning based multi-fidelity physics informed deep neural network S. Chakraborty PINN OOD AI4CE 72 165 0 19 May 2020
Bayesian inference of Stochastic reaction networks using Multifidelity Sequential Tempered Markov Chain Monte Carlo T. Catanach Huy D. Vo B. Munsky 66 12 0 06 Jan 2020
Multifidelity probability estimation via fusion of estimators Boris Kramer A. Marques Benjamin Peherstorfer Umberto Villa Karen E. Willcox 48 25 0 07 May 2019
Physics-Informed CoKriging: A Gaussian-Process-Regression-Based Multifidelity Method for Data-Model Convergence Xiu Yang D. Barajas-Solano G. Tartakovsky A. Tartakovsky 58 77 0 24 Nov 2018
Multifidelity Approximate Bayesian Computation Thomas P. Prescott R. Baker 42 22 0 23 Nov 2018
A Generalized Approximate Control Variate Framework for Multifidelity Uncertainty Quantification Alex A. Gorodetsky Gianluca Geraci M. Eldred J. Jakeman 53 90 0 12 Nov 2018
Survey of multifidelity methods in uncertainty propagation, inference, and optimization Benjamin Peherstorfer Karen E. Willcox M. Gunzburger AI4CE 54 756 0 28 Jun 2018
Inverse modeling of hydrologic systems with adaptive multi-fidelity Markov chain Monte Carlo simulations Jiangjiang Zhang J. Man Guang Lin Laosheng Wu L. Zeng 67 41 0 06 Dec 2017
Hamiltonian Monte Carlo Methods for Subset Simulation in Reliability Analysis Ziqi Wang M. Broccardo Junho Song 46 122 0 05 Jun 2017

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