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Iterative optimization in inverse problems /

"This book covers iterative optimization methods that stems from inverse problems and related issues. The author presents the theoretical side of inverse methods and as a result ignores discrete problems, stochastic methods, and combinatorial optimization. The coverage moves from an introductio...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Byrne, Charles L., 1947- (Autor)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Boca Raton : CRC Press, [2014]
Colección:Monographs and research notes in mathematics.
Temas:
Acceso en línea:Texto completo (Requiere registro previo con correo institucional)

MARC

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100 1 |a Byrne, Charles L.,  |d 1947-  |e author. 
245 1 0 |a Iterative optimization in inverse problems /  |c Charles L. Byrne, University of Massachusetts, Lowell, USA. 
264 1 |a Boca Raton :  |b CRC Press,  |c [2014] 
264 4 |c ©2014 
300 |a 1 online resource (xx, 279 pages) 
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490 1 |a Monographs and research notes in mathematics 
504 |a Includes bibliographical references and index. 
505 0 |a Background -- Sequential Optimization -- Barrier-Function and Penalty-Function Methods -- Proximal Minimization -- The Forward-Backward Splitting Algorithm -- Operators -- Averaged and Paracontractive Operators -- Convex Feasibility and Related Problems -- Eigenvalue Bounds -- Jacobi and Gauss-Seidel Methods -- The SMART and EMML Algorithms -- Alternating Minimization -- The EM Algorithm -- Geometric Programming and the MART -- Variational Inequality Problems and Algorithms -- Set-Valued Functions in Optimization -- Fenchel Duality -- Compressed Sensing -- Appendix A: Bregman-Legendre Functions. 
520 |a "This book covers iterative optimization methods that stems from inverse problems and related issues. The author presents the theoretical side of inverse methods and as a result ignores discrete problems, stochastic methods, and combinatorial optimization. The coverage moves from an introduction of auxiliary function methods to a discussion of several examples of auxiliary fixed (AF) point methods in optimization to consideration of related topics such as operator fixed point methods. A few problems have been scattered throughout the book so that it might be used in a special topics class on optimization at the graduate level"--  |c Provided by publisher 
588 0 |a Print version record. 
590 |a O'Reilly  |b O'Reilly Online Learning: Academic/Public Library Edition 
650 0 |a Iterative methods (Mathematics) 
650 0 |a Algorithms. 
650 0 |a Inverse problems (Differential equations) 
650 0 |a Computer algorithms. 
650 6 |a Itération (Mathématiques) 
650 6 |a Algorithmes. 
650 6 |a Problèmes inverses (Équations différentielles) 
650 7 |a algorithms.  |2 aat 
650 7 |a MATHEMATICS  |x Calculus.  |2 bisacsh 
650 7 |a MATHEMATICS  |x Mathematical Analysis.  |2 bisacsh 
650 7 |a Computer algorithms.  |2 fast  |0 (OCoLC)fst00872010 
650 7 |a Algorithms.  |2 fast  |0 (OCoLC)fst00805020 
650 7 |a Inverse problems (Differential equations)  |2 fast  |0 (OCoLC)fst00978098 
650 7 |a Iterative methods (Mathematics)  |2 fast  |0 (OCoLC)fst00980827 
650 7 |a Inverses Problem  |2 gnd 
650 7 |a Optimierung  |2 gnd 
650 7 |a Iteration  |2 gnd 
776 0 8 |i Print version:  |a Byrne, Charles L., 1947-  |t Iterative optimization in inverse problems.  |d Boca Raton : CRC Press, [2014]  |z 9781482222333  |w (DLC) 2013038279  |w (OCoLC)858355537 
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