The Resource Iterative optimization in inverse problems, Charles L. Byrne, University of Massachusetts, Lowell, USA

Iterative optimization in inverse problems, Charles L. Byrne, University of Massachusetts, Lowell, USA

Label
Iterative optimization in inverse problems
Title
Iterative optimization in inverse problems
Statement of responsibility
Charles L. Byrne, University of Massachusetts, Lowell, USA
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
"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"--
Assigning source
Provided by publisher
Cataloging source
FlBoTFG
http://library.link/vocab/creatorDate
1947-
http://library.link/vocab/creatorName
Byrne, Charles L.
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
ENGnetBASE
Series statement
Monographs and research notes in mathematics
http://library.link/vocab/subjectName
  • Iterative methods (Mathematics)
  • Algorithms
  • Inverse problems (Differential equations)
Label
Iterative optimization in inverse problems, Charles L. Byrne, University of Massachusetts, Lowell, USA
Instantiates
Publication
Copyright
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
1. Background -- 2. Sequential optimization -- 3. Barrier-function and penalty-function methods -- 4. Proximal minimization -- 5. The forward-backward splitting algorithm -- 6. Operators -- 7. Averaged and paracontractive operators -- 8. Convex feasibility and related problems -- 9. Eigenvalue bounds -- 10. Jacobi and Gauss-Seidel methods -- 11. The SMART and EMML algorithms -- 12. Alternating minimization -- 13. The EM algorithm -- 14. Geometric programming and the MART -- 15. Variational inequality problems and algorithms -- 16. Set-valued functions in optimization -- 17. Fenchel duality -- 18. Compressed sensing
Extent
1 online resource
Form of item
online
Isbn
9781482222340
Media category
computer
Media MARC source
rdamedia
Other physical details
text file, PDF
Specific material designation
remote
System control number
(FlBoTFG)CAH0KE25240PDF
Label
Iterative optimization in inverse problems, Charles L. Byrne, University of Massachusetts, Lowell, USA
Publication
Copyright
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier MARC source
rdacarrier
Content category
text
Content type MARC source
rdacontent
Contents
1. Background -- 2. Sequential optimization -- 3. Barrier-function and penalty-function methods -- 4. Proximal minimization -- 5. The forward-backward splitting algorithm -- 6. Operators -- 7. Averaged and paracontractive operators -- 8. Convex feasibility and related problems -- 9. Eigenvalue bounds -- 10. Jacobi and Gauss-Seidel methods -- 11. The SMART and EMML algorithms -- 12. Alternating minimization -- 13. The EM algorithm -- 14. Geometric programming and the MART -- 15. Variational inequality problems and algorithms -- 16. Set-valued functions in optimization -- 17. Fenchel duality -- 18. Compressed sensing
Extent
1 online resource
Form of item
online
Isbn
9781482222340
Media category
computer
Media MARC source
rdamedia
Other physical details
text file, PDF
Specific material designation
remote
System control number
(FlBoTFG)CAH0KE25240PDF

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