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Bayesian Inverse Problems

2015
This chapter provides a general introduction, at the high level, to the backward propagation of uncertainty/information in the solution of inverse problems, and specifically a Bayesian probabilistic perspective on such inverse problems. Under the umbrella of inverse problems, we consider parameter estimation and regression.
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Bayesian inverse problems

2011
The posterior distribution in a nonparametric inverse problem is shown to contract to the true parameter at a rate that depends on the smoothness of the parameter, and the smoothness and scale of the prior. Correct combinations of these characteristics lead to the minimax rate.
Knapik, B.T.   +2 more
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Bayesian model inversion using stochastic spectral embedding

Journal of Computational Physics, 2021
Stefano Marelli   +2 more
exaly  

Bayesian Inversion with TimeOptMCMC

TimeOptMCMC (Meyers and Malinverno, 2018) is a Bayesian approach for evaluating cyclostratigraphic records that quantitatively links geologic data with astronomical theory. This manuscript provides an introductory guide for conducting a TimeOptMCMC Bayesian inversion, following the approach of Meyers and Malinverno (2018).
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Hierarchical Bayesian Inversion of Global Variables and Large‐Scale Spatial Fields

Water Resources Research, 2022
Peter Kitanidis   +2 more
exaly  

An Improved Bayesian von Karman Regularization Method for the Joint Inversion of GNSS and InSAR Data

Journal of Surveying Engineering, - ASCE, 2023
Leyang Wang, Wang Leyang, Xu Guangyu
exaly  

Iterative Bayesian inversion

SEG Technical Program Expanded Abstracts 2019, 2019
Jingfeng Zhang   +3 more
openaire   +1 more source

Bayesian Inversion in Geoscience

2021
Grana, Dario   +2 more
openaire   +2 more sources

A novel dynamic compensation method for a contact probe based on Bayesian inversion

Measurement: Journal of the International Measurement Confederation, 2021
Cheng Zhen-Ying   +2 more
exaly  

Neuro-Bayesian facies inversion of prestack seismic data from a carbonate reservoir in Iran

Journal of Petroleum Science and Engineering, 2015
Alireza Malehmir, Sadegh Karimpouli
exaly  

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