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Linear Inverse Problems and Tikhonov Regularization
 
Linear Inverse Problems and Tikhonov Regularization
MAA Press: An Imprint of the American Mathematical Society
Hardcover ISBN:  978-0-88385-141-8
Product Code:  CAR/32
List Price: $75.00
MAA Member Price: $56.25
AMS Member Price: $56.25
eBook ISBN:  978-1-61444-029-1
Product Code:  CAR/32.E
List Price: $70.00
MAA Member Price: $52.50
AMS Member Price: $52.50
Hardcover ISBN:  978-0-88385-141-8
eBook: ISBN:  978-1-61444-029-1
Product Code:  CAR/32.B
List Price: $145.00 $110.00
MAA Member Price: $108.75 $82.50
AMS Member Price: $108.75 $82.50
Linear Inverse Problems and Tikhonov Regularization
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Linear Inverse Problems and Tikhonov Regularization
MAA Press: An Imprint of the American Mathematical Society
Hardcover ISBN:  978-0-88385-141-8
Product Code:  CAR/32
List Price: $75.00
MAA Member Price: $56.25
AMS Member Price: $56.25
eBook ISBN:  978-1-61444-029-1
Product Code:  CAR/32.E
List Price: $70.00
MAA Member Price: $52.50
AMS Member Price: $52.50
Hardcover ISBN:  978-0-88385-141-8
eBook ISBN:  978-1-61444-029-1
Product Code:  CAR/32.B
List Price: $145.00 $110.00
MAA Member Price: $108.75 $82.50
AMS Member Price: $108.75 $82.50
  • Book Details
     
     
    The Carus Mathematical Monographs
    Volume: 322016; 320 pp

    Inverse problems occur frequently in science and technology, whenever we need to infer causes from effects that we can measure. Mathematically, they are difficult problems because they are unstable: small bits of noise in the measurement can completely throw off the solution. Nevertheless, there are methods for finding good approximate solutions.

    Linear Inverse Problems and Tikhonov Regularization examines one such method: Tikhonov regularization for linear inverse problems defined on Hilbert spaces. This is a clear example of the power of applying deep mathematical theory to solve practical problems. Beginning with a basic analysis of Tikhonov regularization, this book introduces the singular value expansion for compact operators, and uses it to explain why and how the method works. Tikhonov regularization with seminorms is also analyzed, which requires introducing densely defined unbounded operators and their basic properties. Some of the relevant background is included in appendices, making the book accessible to a wide range of readers.

  • Table of Contents
     
     
    • Chapters
    • Chapter 1. Introduction to inverse problems
    • Chapter 2. Well-posed, ill-posed, and inverse problems
    • Chapter 3. Tikhonov regularization
    • Chapter 4. Compact operators and the singular value expansion
    • Chapter 5. Tikhonov regularization with seminorms
  • Additional Material
     
     
  • Requests
     
     
    Review Copy – for publishers of book reviews
    Accessibility – to request an alternate format of an AMS title
Volume: 322016; 320 pp

Inverse problems occur frequently in science and technology, whenever we need to infer causes from effects that we can measure. Mathematically, they are difficult problems because they are unstable: small bits of noise in the measurement can completely throw off the solution. Nevertheless, there are methods for finding good approximate solutions.

Linear Inverse Problems and Tikhonov Regularization examines one such method: Tikhonov regularization for linear inverse problems defined on Hilbert spaces. This is a clear example of the power of applying deep mathematical theory to solve practical problems. Beginning with a basic analysis of Tikhonov regularization, this book introduces the singular value expansion for compact operators, and uses it to explain why and how the method works. Tikhonov regularization with seminorms is also analyzed, which requires introducing densely defined unbounded operators and their basic properties. Some of the relevant background is included in appendices, making the book accessible to a wide range of readers.

  • Chapters
  • Chapter 1. Introduction to inverse problems
  • Chapter 2. Well-posed, ill-posed, and inverse problems
  • Chapter 3. Tikhonov regularization
  • Chapter 4. Compact operators and the singular value expansion
  • Chapter 5. Tikhonov regularization with seminorms
Review Copy – for publishers of book reviews
Accessibility – to request an alternate format of an AMS title
Please select which format for which you are requesting permissions.