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07/28/2023
Automated approach for source location in shallow waters
This paper proposes a fully automated method for recovering the location...
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05/28/2023
Conditional score-based diffusion models for Bayesian inference in infinite dimensions
Since their first introduction, score-based diffusion models (SDMs) have...
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02/14/2023
Reference prior for Bayesian estimation of seismic fragility curves
One of the crucial quantities of probabilistic seismic risk assessment s...
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02/12/2023
When data driven reduced order modeling meets full waveform inversion
Waveform inversion is concerned with estimating a heterogeneous medium, ...
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11/04/2022
Multi-output Gaussian processes for inverse uncertainty quantification in neutron noise analysis
In a fissile material, the inherent multiplicity of neutrons born throug...
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10/27/2022
The linear sampling method for random sources
We present an extension of the linear sampling method for solving the so...
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10/12/2022
Uncertainty quantification and global sensitivity analysis of seismic fragility curves using kriging
Seismic fragility curves have been introduced as key components of Seism...
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09/17/2022
Adaptive importance sampling based on fault tree analysis for piecewise deterministic Markov process
Piecewise deterministic Markov processes (PDMPs) can be used to model co...
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08/23/2022
Waveform inversion with a data driven estimate of the internal wave
We study an inverse problem for the wave equation, concerned with estima...
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08/02/2022
Velocity estimation via model order reduction
A novel approach to full waveform inversion (FWI), based on a data drive...
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05/29/2022
Heterogeneous Treatment Effects Estimation: When Machine Learning meets multiple treatment regime
In many scientific and engineering domains, inferring the effect of trea...
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02/03/2022
Waveform inversion via reduced order modeling
We introduce a novel approach to waveform inversion, based on a data dri...
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09/09/2021
Adaptive importance sampling for seismic fragility curve estimation
As part of Probabilistic Risk Assessment studies, it is necessary to stu...
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08/03/2021
Reduced order model approach for imaging with waves
We introduce a novel, computationally inexpensive approach for imaging w...
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06/09/2021
Robust Prediction Interval estimation for Gaussian Processes by Cross-Validation method
Probabilistic regression models typically use the Maximum Likelihood Est...
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08/05/2020
Low-frequency source imaging in an acoustic waveguide
Time-harmonic far-field source array imaging in a two-dimensional wavegu...
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09/25/2018
Efficient Seismic fragility curve estimation by Active Learning on Support Vector Machines
Fragility curves which express the failure probability of a structure, o...
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12/05/2017