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10/15/2022
Multilevel Bayesian Quadrature
Multilevel Monte Carlo is a key tool for approximating integrals involvi...
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01/20/2022
Geometrically adapted Langevin dynamics for Markov chain Monte Carlo simulations
Markov Chain Monte Carlo (MCMC) is one of the most powerful methods to s...
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07/04/2021
Deep Gaussian Process Emulation using Stochastic Imputation
We propose a novel deep Gaussian process (DGP) inference method for comp...
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04/05/2021
An adaptive strategy for sequential designs of multilevel computer experiments
Investigating uncertainties in computer simulations can be prohibitive i...
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02/12/2020
Performance analysis of Volna-OP2 – massively parallel code for tsunami modelling
The software package Volna-OP2 is a robust and efficient code capable of...
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12/19/2019
Integrated Emulators for Systems of Computer Models
We generalize the state-of-the-art linked emulator for a system of two c...
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10/03/2019
Computationally efficient surrogate-based optimization of coastal storm waves heights and run-ups
Storm surges cause coastal inundations due to the setup of the water sur...
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09/10/2019