TY  - BOOK
AU  - Von Toussaint, Udo
AU  - Preuss, Roland
AB  - This Proceedings book presents papers from the 39th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering, MaxEnt 2019. The workshop took place at the Max Planck Institute for Plasma Physics in Garching near Munich, Germany, from 30 June to 5 July 2019, and invited contributions on all aspects of probabilistic inference, including novel techniques, applications, and work that sheds new light on the foundations of inference. Addressed are inverse and uncertainty quantification (UQ) and problems arising from a large variety of applications, such as earth science, astrophysics, material and plasma science, imaging in geophysics and medicine, nondestructive testing, density estimation, remote sensing, Gaussian process (GP) regression, optimal experimental design, data assimilation, and data mining.
DO  - 10.3390/books978-3-03928-477-1
ID  - OAPEN ID: 44842
KW  - uncertainty quantification
KW  - orthodontics
KW  - evidence
KW  - global statistical regularization
KW  - MCMC
KW  - field reconstruction
KW  - meshless methods
KW  - annealed importance sampling
KW  - cervical vertebra maturation
KW  - Bayesian evidence
KW  - spectral expansion
KW  - non-intrusive
KW  - model comparison
KW  - plasma-wall interactions
KW  - nested sampling
KW  - Deep Learning (DL)
KW  - classification
KW  - stochastic gradients
KW  - Bayesian Maximum a Posteriori approach
KW  - Convolutional Neural Network (CNN)
KW  - impedance cardiography
KW  - vowel
KW  - SGHMC
KW  - Gaussian process regression
KW  - precise hypotheses
KW  - formant
KW  - Bayesian analysis
KW  - thermodynamic Integration
KW  - model averaging
KW  - probability theory
KW  - acoustic phonetics
KW  - UAP
KW  - entropy prior probability
KW  - source localization
KW  - UAV
KW  - source-filter theory
KW  - SPECT
KW  - multi fidelity
KW  - Artificial Intelligence (AI)
KW  - Monte Carlo
KW  - Tic-Tac
KW  - pragmatic hypotheses
KW  - cluster analysis
KW  - aortic dissection
KW  - physics-informed methods
KW  - UFO
KW  - HMC
KW  - steady-state
KW  - mean shift method
KW  - Bayes
KW  - Nimitz
KW  - image reconstruction
KW  - machine learning
KW  - local statistical regularization
KW  - marginal likelihood
KW  - detrending
KW  - Gaussian processes
KW  - kernel methods
KW  - partial differential equations
KW  - hypothesis tests
KW  - PET
L1  - https://mdpi.com/books/pdfview/book/2119
LA  - English
LK  - https://directory.doabooks.org/handle/20.500.12854/52908
PB  - MDPI - Multidisciplinary Digital Publishing Institute
PY  - 2020
SN  - 9783039284771
SN  - 9783039284764
TI  - MaxEnt 2019—Proceedings, 2019, MaxEnt 2019The 39th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineeringnull
ER  - 
