Linear inverse problems : the maximum entropy connection (with CD-ROM) / Henryk Gzyl & Yurayh Velásquez.
Material type:
TextSeries: Series on advances in mathematics for applied sciences ; v. 83.Publication details: New Jersey : World Scientific, 2011.Description: 1 online resource (xix, 326 pages) : illustrationsContent type: - text
- computer
- online resource
- 9789814338783
- 9814338788
- 515/.357 22
- QA378.5 .G98 2011eb
| Item type | Current library | Collection | Call number | Status | Date due | Barcode | Item holds | |
|---|---|---|---|---|---|---|---|---|
eBook
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e-Library | EBSCO Mathematics | Available |
Includes bibliographical references.
This book describes a useful tool for solving linear inverse problems subject to convex constraints. The method of maximum entropy in the mean automatically takes care of the constraints. It consists of a technique for transforming a large dimensional inverse problem into a small dimensional non-linear variational problem. A variety of mathematical aspects of the maximum entropy method are explored as well.
Print version record.
Preface; Contents; List of Figures; List of Tables; 1. Introduction; 2. A collection of linear inverse problems; 3. The basics about linear inverse problems; 4. Regularization in Hilbert spaces: Deterministic and stochastic approaches; 5. Maxentropic approach to linear inverse problems; 6. Finite dimensional problems; 7. Some simple numerical examples and moment problems; 8. Some infinite dimensional problems; 9. Tomography, reconstruction from marginals and transportation problems; 10. Numerical inversion of Laplace transforms; 11. Maxentropic characterization of probability distributions.
Added to collection customer.56279.3