000 01692cam a2200253 i 4500
001 136512
003 ISI Library, Kolkata
005 20160202121710.0
008 140429t20152015njua b 001 0 eng
020 _a9789814596190 (hardcover : alk. paper)
040 _aISI Library
_beng
082 0 4 _a515.357
_223
_bIt89
100 1 _aIto, Kazufumi.
245 1 0 _aInverse problems :
_bTikhonov theory and algorithms /
_cKazufumi Ito and Bangti Jin.
260 _aNew Jersey :
_bWorld Scientific,
_c2014.
300 _ax, 319 p. :
_billustrations ;
_c24 cm.
490 0 _aSeries on applied mathematics ;
_vv 22.
504 _aIncludes bibliographical references and index.
505 0 _a1. Introduction-- 2. Models in inverse problems-- 3. Tikhonov theory for linear problems-- 4. Tikhonov theory for nonlinear inverse problems-- 5. Nonsmooth optimization-- 6. Direct inversion methods-- 7. Bayesian inference-- Appendixes-- Bibliography-- Index.
520 _aInverse 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.
650 0 _aInverse problems (Differential equations)
_xNumerical solutions.
700 1 _aJin, Bangti,
_eauthor.
942 _2ddc
_cBK
999 _c420373
_d420373