Statistical Image Processing and Multidimensional Modeling
Images are all around us! The proliferation of low-cost, high-quality imaging devices has led to an explosion in acquired images. When these images are acquired from a microscope, telescope, satellite, or medical imaging device, there is a statistical image processing task: the inference of somethin...
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| Format: | Electronic eBook |
| Language: | English |
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New York, NY :
Springer New York,
2011.
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| Series: | Information Science and Statistics,
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| Online Access: | Full Text via HEAL-Link |
Table of Contents:
- Introduction
- Inverse problems
- Static estimation and sampling
- Dynamic estimation and sampling
- multidimensional modelling
- Markov random fields
- Hidden markov models
- Changes of basis
- Linear systems estimation
- Kalman filtering and domain decomposition
- Sampling and monte carlo methods.
