Results 71 to 80 of about 800 (115)

A Full Bayesian Approach for Inverse Problems [PDF]

open access: yes, 1996
Presented at MaxEnt95. Appeared in Maximum Entropy and Bayesian Methods, K. Hanson and R. Silver (Ed.), Kluwer Academic Publishers, pp: 135-144, (http://www.wkap.nl/prod/b/0-7923-4311-5)
openaire   +2 more sources

Surrogate-accelerated Bayesian Inversion for Exoplanet Interior Characterization

open access: yesThe Astrophysical Journal
Characterizing the interior structure of exoplanets is an inverse problem often solved using Bayesian inference, but this approach is hampered by the high computational cost of planetary structure models.
Tijn de Wringer   +3 more
doaj   +1 more source

Bottom Multi-Parameter Bayesian Inversion Based on an Acoustic Backscattering Model

open access: yesJournal of Marine Science and Engineering
The geoacoustic and physical properties of the bottom, as well as spatial distribution, are crucial factors in analyzing the underwater acoustic field structure and establishing a geoacoustic model.
Yi Zheng   +6 more
doaj   +1 more source

Bayesian approach to inverse statistical mechanics

open access: yesPhysical Review E, 2014
Inverse statistical mechanics aims to determine particle interactions from ensemble properties. This article looks at this inverse problem from a Bayesian perspective and discusses several statistical estimators to solve it. In addition, a sequential Monte Carlo algorithm is proposed that draws the interaction parameters from their posterior ...
openaire   +3 more sources

Auto-Encoding Bayesian Inverse Games

open access: yes
When multiple agents interact in a common environment, each agent's actions impact others' future decisions, and noncooperative dynamic games naturally capture this coupling. In interactive motion planning, however, agents typically do not have access to a complete model of the game, e.g., due to unknown objectives of other players.
Xinjie Liu   +4 more
openaire   +2 more sources

Source identification of sudden water pollution events in the Dongliao River using a hybrid machine learning framework

open access: yesScientific Reports
Rapid and accurate identification of pollution sources is critical for emergency management but remains challenged by the high computational cost and uncertainty of traditional numerical models.
Yanchen Wang   +4 more
doaj   +1 more source
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Bayesian Inverse Problems

2021
Many problems in science and engineering consist of estimating some unknown parameters of a physical system from limited and noisy observations. In practical conditions, these problems are often unstable; hence, they should be treated in an appropriate framework in the theory of inverse problems.
Juan Chiachío-Ruano   +2 more
openaire   +2 more sources

Inverse Halftoning Based on the Bayesian Theorem

IEEE Transactions on Image Processing, 2011
This study proposes a method which can generate high quality inverse halftone images from halftone images. This method can be employed prior to any signal processing over a halftone image or the inverse halftoning used in JBIG2. The proposed method utilizes the least-mean-square (LMS) algorithm to establish a relationship between the current processing
Yun-Fu Liu, Jing-Ming Guo, Jiann-Der Lee
openaire   +3 more sources

Hierarchical Bayesian Inverse Reinforcement Learning

IEEE Transactions on Cybernetics, 2015
Inverse reinforcement learning (IRL) is the problem of inferring the underlying reward function from the expert's behavior data. The difficulty in IRL mainly arises in choosing the best reward function since there are typically an infinite number of reward functions that yield the given behavior data as optimal.
Choi, JD Choi, Jae-Deug   +1 more
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Bayesian Inversion of Traveltimes for Cavity Location

Symposium on the Application of Geophysics to Engineering and Environmental Problems 2008, 2008
We present a case history for the location of a cavity in the subsurface by processing the signal generated inside the cavity by a seismic source. The signal emitted by the source is recorded by surface sensors and it is processed in order to obtain direct arrival traveltimes.
BERNASCONI, GIANCARLO, ROVETTA, DIEGO
openaire   +2 more sources

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