MARC details
| 000 -LEADER |
| fixed length control field |
03546nam a2200325 a 4500 |
| 001 - CONTROL NUMBER |
| control field |
00006139 |
| 003 - CONTROL NUMBER IDENTIFIER |
| control field |
WSP |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
| control field |
20230529140031.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
| fixed length control field |
m d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
| fixed length control field |
cr buu|||uu||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
| fixed length control field |
091123s2015 si a sb 001 0 eng d |
| 010 ## - LIBRARY OF CONGRESS CONTROL NUMBER |
| LC control number |
2014013310 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
| International Standard Book Number |
9789814596213 |
| 040 ## - CATALOGING SOURCE |
| Original cataloging agency |
WSPC |
| Language of cataloging |
eng |
| Transcribing agency |
WSPC |
| 050 04 - LIBRARY OF CONGRESS CALL NUMBER |
| Classification number |
QA371 |
| Item number |
.I88 2014 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
| Classification number |
515.357 |
| 100 1# - MAIN ENTRY--PERSONAL NAME |
| Personal name |
Ito, Kazufumi and Jin, Bangti |
| 245 10 - TITLE STATEMENT |
| Title |
Inverse Problems : |
| Remainder of title |
Tikhonov Theory and Algorithms / |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
| Place of publication, distribution, etc. |
Singapore ; |
| Name of publisher, distributor, etc. |
World Scientific Pub. Co., |
| Date of publication, distribution, etc. |
c2015. |
| 300 ## - PHYSICAL DESCRIPTION |
| Extent |
332 p. : |
| 440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE |
| Title |
Series on Applied Mathematics: |
| Volume/sequential designation |
Vol. 22 ; |
| 505 0# - FORMATTED CONTENTS NOTE |
| Formatted contents note |
1. Introduction -- 2. Models in inverse problems. 2.1. Introduction. 2.2. Elliptic inverse problems. 2.3. Tomography -- 3. Tikhonov theory for linear problems. 3.1. Well-posedness. 3.2. Value function calculus. 3.3. Basic estimates. 3.4. A posteriori parameter choice rules. 3.5. Augmented Tikhonov regularization. 3.6. Multi-parameter Tikhonov regularization -- 4. Tikhonov theory for nonlinear inverse problems. 4.1. Well-posedness. 4.2. Classical convergence rate analysis. 4.3. A new convergence rate analysis. 4.4. A class of parameter identification problems. 4.5. Convergence rate analysis in Banach spaces. 4.6. Conditional stability -- 5. Nonsmooth optimization. 5.1. Existence and necessary optimality condition. 5.2. Nonsmooth optimization algorithms. 5.3. [symbol] sparsity optimization. 5.4. Nonsmooth nonconvex optimization -- 6. Direct inversion methods. 6.1. Inverse scattering methods. 6.2. Point source identification. 6.3. Numerical unique continuation. 6.4. Gel'fand-Levitan-Marchenko transformation -- 7. Bayesian inference. 7.1. Fundamentals of Bayesian inference. 7.2. Model selection. 7.3. Markov chain Monte Carlo. 7.4. Approximate inference. |
| 520 ## - SUMMARY, ETC. |
| Summary, etc. |
Inverse problems arise in practical applications whenever one needs to deduce unknowns from observables. This monograph is a valuable contribution to the highly topical field of computational inverse problems. Both mathematical theory and numerical algorithms for model-based inverse problems are discussed in detail. The mathematical theory focuses on nonsmooth Tikhonov regularization for linear and nonlinear inverse problems. The computational methods include nonsmooth optimization algorithms, direct inversion methods and uncertainty quantification via Bayesian inference. The book offers a comprehensive treatment of modern techniques, and seamlessly blends regularization theory with computational methods, which is essential for developing accurate and efficient inversion algorithms for many practical inverse problems. It demonstrates many current developments in the field of computational inversion, such as value function calculus, augmented Tikhonov regularization, multi-parameter Tikhonov regularization, semismooth Newton method, direct sampling method, uncertainty quantification and approximate Bayesian inference. It is written for graduate students and researchers in mathematics, natural science and engineering. |
| 533 ## - REPRODUCTION NOTE |
| Type of reproduction |
Electronic reproduction. |
| Place of reproduction |
Singapore : |
| Agency responsible for reproduction |
World Scientific Publishing Co., |
| Date of reproduction |
2015. |
| Note about reproduction |
System requirements: Adobe Acrobat Reader. |
| -- |
Mode of access: World Wide Web. |
| -- |
Available to subscribing institutions. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
| Topical term or geographic name as entry element |
Inverse problems (Differential equations) |
| General subdivision |
Numerical solutions. |
| 655 #0 - INDEX TERM--GENRE/FORM |
| Genre/form data or focus term |
Electronic books. |
| 776 1# - ADDITIONAL PHYSICAL FORM ENTRY |
| International Standard Book Number |
9789814596190 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
| Uniform Resource Identifier |
<a href="http://www.worldscientific.com/worldscibooks/10.1142/9120#t=toc">http://www.worldscientific.com/worldscibooks/10.1142/9120#t=toc</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
| Source of classification or shelving scheme |
Dewey Decimal Classification |
| Koha item type |
E-Books |