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Signal and image restoration : information-theoretic approaches /

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The goal of this book is to present a unified information-theoretic approach to solve estimation problems commonly faced in signal processing applications. The authors provide new approaches to this problem, as well as new interpretations for existing techniques. Major applications of this work incl...

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Bibliographic Details
Main Author: Noonan, Joseph
Corporate Author: Society of Photo-optical Instrumentation Engineers
Other Authors: Basu, Prabahan
Format: eBook
Language:English
Published: Bellingham, Wash. (1000 20th St. Bellingham WA 98225-6705 USA) : SPIE, 2011.
Series:SPIE Digital Library.
SPIE monograph ; PM213.
Subjects:
Data recovery (Computer science)
Image reconstruction.
Signal theory (Telecommunication)
Electronic books.
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • Preface
  • Chapter 1. Information theory preliminaries
  • Chapter 2. The inverse problem
  • Chapter 3. Review of signal restoration techniques
  • Chapter 4. Maximum-entropy density estimation
  • Chapter 5. Error bounds for maximum-entropy estimates
  • Chapter 6. The stabilizing-functional approach to regularization
  • Chapter 7. Applying information-theoretic distances and the GMF
  • Chapter 8. Special cases of the GMF
  • Chapter 9. Applications
  • Appendix A. Generalized projections
  • Appendix B. Definitions from linear algebra
  • Appendix C. Definitions from analysis
  • Appendix D. Notation
  • Appendix E. Acronyms.