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Introduction to Inverse Problems in Imaging by M. Bertero 9780367467869

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Description

Fully updated throughout and with several new chapters, this second edition of Introduction to Inverse Problems in Imaging guides advanced undergraduate and graduate students in physics, computer science, mathematics and engineering through the principles of linear inverse problems, in addition to methods of their approximate solution and their practical applications in imaging.

This second edition contains new chapters on edge-preserving and sparsity-enforcing regularization in addition to maximum likelihood methods and Bayesian regularization for Poisson data.

The level of mathematical treatment is kept as low as possible to make the book suitable for a wide range of students from different backgrounds, with readers needing just a rudimentary understanding of analysis, geometry, linear algebra, probability theory, and Fourier analysis.

The authors concentrate on presenting easily implementable and fast solution algorithms, and this second edition is accompanied by numerical examples throughout. It will provide readers with the appropriate background needed for a clear understanding of the essence of inverse problems (ill-posedness and its cure) and, consequently, for an intelligent assessment of the rapidly growing literature on these problems.

Key features:

  • Provides an accessible introduction to the topic while keeping mathematics to a minimum
  • Interdisciplinary topic with growing relevance and wide-ranging applications
  • Accompanied by numerical examples throughout


About the Author

Mario Bertero is a Professor at the Universita di Genova.
Patrizia Boccacci is a Professor at the Universita di Genova.
Christine De Mol is a Professor at the Universite libre de Bruxelles.




Book Information
ISBN 9780367467869
Author M. Bertero
Format Paperback
Page Count 342
Imprint CRC Press
Publisher Taylor & Francis Ltd
Weight(grams) 453g

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