Statistical and Computational Inverse Problems

Develops the statistical approach to inverse problems with an emphasis on modeling and computations. The book discusses the measurement noise modeling and Bayesian estimation, and uses Markov Chain Monte Carlo methods to explore the probability distributions. It is for researchers and advanced stude...

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Detalles Bibliográficos
Autores principales: Kaipio, Jari, Somersalo, Erkki
Lenguaje:eng
Publicado: Springer 2005
Materias:
Mathematical Physics and Mathematics
Acceso en línea:https://dx.doi.org/10.1007/b138659
http://cds.cern.ch/record/1338003
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author Kaipio, Jari
Somersalo, Erkki
author_facet Kaipio, Jari
Somersalo, Erkki
author_sort Kaipio, Jari
collection CERN
description Develops the statistical approach to inverse problems with an emphasis on modeling and computations. The book discusses the measurement noise modeling and Bayesian estimation, and uses Markov Chain Monte Carlo methods to explore the probability distributions. It is for researchers and advanced students in applied mathematics.
id cern-1338003
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2005
publisher Springer
record_format invenio
spelling cern-13380032021-04-22T01:07:32Zdoi:10.1007/b138659http://cds.cern.ch/record/1338003engKaipio, JariSomersalo, ErkkiStatistical and Computational Inverse ProblemsMathematical Physics and MathematicsDevelops the statistical approach to inverse problems with an emphasis on modeling and computations. The book discusses the measurement noise modeling and Bayesian estimation, and uses Markov Chain Monte Carlo methods to explore the probability distributions. It is for researchers and advanced students in applied mathematics.Springeroai:cds.cern.ch:13380032005
spellingShingle Mathematical Physics and Mathematics
Kaipio, Jari
Somersalo, Erkki
Statistical and Computational Inverse Problems
title Statistical and Computational Inverse Problems
title_full Statistical and Computational Inverse Problems
title_fullStr Statistical and Computational Inverse Problems
title_full_unstemmed Statistical and Computational Inverse Problems
title_short Statistical and Computational Inverse Problems
title_sort statistical and computational inverse problems
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/b138659
http://cds.cern.ch/record/1338003
work_keys_str_mv AT kaipiojari statisticalandcomputationalinverseproblems
AT somersaloerkki statisticalandcomputationalinverseproblems

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