Statistical and Computational Inverse Problems
1st Edition
Published on 29. November 2010
Book
Paperback/Softback
XVI, 340 pages
978-1-4419-1964-9 (ISBN)
Description
This book covers the statistical mechanics approach to computational solution of inverse problems, an innovative area of current research with very promising numerical results.
The techniques are applied to a number of real world applications such as limited angle tomography, image deblurring, electical impedance tomography, and biomagnetic inverse problems.
Contains detailed examples throughout and includes a chapter on case studies where such methods have been implemented in biomedical engineering.
The techniques are applied to a number of real world applications such as limited angle tomography, image deblurring, electical impedance tomography, and biomagnetic inverse problems.
Contains detailed examples throughout and includes a chapter on case studies where such methods have been implemented in biomedical engineering.
Reviews / Votes
From the reviews: "The book is devoted to the development of the statistical approach to inverse problems ... . The content is written clearly and without citations in the main text. Every chapter has a section called 'Notes and comments' where the citations and further reading, as well as brief comments on more advanced topics, are provided. The book is aimed at postgraduate students ... . The book also will be of interest for many researchers and scientists working in the area of image processing." (Tzvetan Semerdjiev, Zentralblatt MATH, Vol. 1068, 2005) "Inverse problems are usually ill-posed in the sense that a solution need not exist, need not be unique, and depends in a discontinuous way on the data ... . there have been two quite separate communities dealing with such problems, one basing their methods mainly on functional analysis, the other one on statistics. ... several attempts have been made to bridge the gap between these two groups. The book under review ... is a further, quite successful attempt in this direction." (Heinz W. Engel, SIAM Review, Vol. 48 (1), 2006)More details
Product info
Previously published in hardcover
Series
Edition
1st Edition. Softcover version of original hardcover edition 2005
Language
English
Place of publication
New York, NY
United States
Target group
Research
Product notice
Paperback (trade)
Illustrations
biography
Dimensions
Height: 235 mm
Width: 155 mm
Thickness: 19 mm
Weight
538 gr
ISBN-13
978-1-4419-1964-9 (9781441919649)
DOI
10.1007/978-0-387-27132-3
Schweitzer Classification
Other editions
Additional editions
Jari Kaipio | E. Somersalo
Statistical and Computational Inverse Problems
Book
12/2004
Springer
€149.79
Shipment within 5-7 days
Content
Inverse Problems and Interpretation of Measurements.- Classical Regularization Methods.- Statistical Inversion Theory.- Nonstationary Inverse Problems.- Classical Methods Revisited.- Model Problems.- Case Studies.