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Data-driven Models in Inverse Problems
Language: en
Pages: 664
Authors: Tatiana A. Bubba
Categories: Mathematics
Type: BOOK - Published: 2024-11-18 - Publisher: Walter de Gruyter GmbH & Co KG

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Advances in learning-based methods are revolutionizing several fields in applied mathematics, including inverse problems, resulting in a major paradigm shift to
Data-driven Models in Inverse Problems
Language: en
Pages: 508
Authors: Tatiana A. Bubba
Categories: Mathematics
Type: BOOK - Published: 2024-11-18 - Publisher: Walter de Gruyter GmbH & Co KG

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Advances in learning-based methods are revolutionizing several fields in applied mathematics, including inverse problems, resulting in a major paradigm shift to
An Introduction to Data Analysis and Uncertainty Quantification for Inverse Problems
Language: en
Pages: 275
Authors: Luis Tenorio
Categories: Mathematics
Type: BOOK - Published: 2017-07-06 - Publisher: SIAM

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Inverse problems are found in many applications, such as medical imaging, engineering, astronomy, and geophysics, among others. To solve an inverse problem is t
Modeling and Inverse Problems in the Presence of Uncertainty
Language: en
Pages: 403
Authors: H. T. Banks
Categories: Mathematics
Type: BOOK - Published: 2014-04-01 - Publisher: CRC Press

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Modeling and Inverse Problems in the Presence of Uncertainty collects recent research-including the authors' own substantial projects-on uncertainty propagation
Inverse Problem Theory and Methods for Model Parameter Estimation
Language: en
Pages: 349
Authors: Albert Tarantola
Categories: Mathematics
Type: BOOK - Published: 2005-01-01 - Publisher: SIAM

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While the prediction of observations is a forward problem, the use of actual observations to infer the properties of a model is an inverse problem. Inverse prob