Computational Methods for Inverse Problems

Descripción

Inverse problems arise in a number of important practical applications, ranging from biomedical imaging to seismic prospecting. This book provides the reader with a basic understanding of both the underlying mathematics and the computational methods used to solve inverse problems. It also addresses specialized topics like image reconstruction, parameter identification, total variation methods, nonnegativity constraints, and regularization parameter selection methods. Because inverse problems typically involve the estimation of certain quantities based on indirect measurements, the estimation process is often ill-posed. Regularization methods, which have been developed to deal with this ill-posedness, are carefully explained in the early chapters of Computational Methods for Inverse Problems. The book also integrates mathematical and statistical theory with applications and practical computational methods, including topics like maximum likelihood estimation and Bayesian estimation.

N° de ref. del artículo LU-9780898715507

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Detalles bibliográficos

Título

Computational Methods for Inverse Problems

Editor

Society for Industrial and Applied Mathematics,U.S., US

Fecha de publicación

1987

Idioma

Inglés

ISBN 10

0898715504

ISBN 13

9780898715507

Encuadernación

Paperback

Estado

New

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