Statistical Image Processing and Multidimensional Modeling

Authors:

ISBN: 978-1-4419-7293-4 (Print) 978-1-4419-7294-1 (Online)

Table of contents (14 chapters)

  1. Front Matter

    Pages i-xxii

  2. No Access

    Book Chapter

    Pages 1-10

    Introduction

  3. Inverse Problems and Estimation

    1. Front Matter

      Pages 11-11

    2. No Access

      Book Chapter

      Pages 13-55

      Inverse Problems

    3. No Access

      Book Chapter

      Pages 57-84

      Static Estimation and Sampling

    4. No Access

      Book Chapter

      Pages 85-129

      Dynamic Estimation and Sampling

  4. Modelling of Random Fields

    1. Front Matter

      Pages 131-131

    2. No Access

      Book Chapter

      Pages 133-177

      Multidimensional Modelling

    3. No Access

      Book Chapter

      Pages 179-214

      Markov Random Fields

    4. No Access

      Book Chapter

      Pages 215-239

      Hidden Markov Models

    5. No Access

      Book Chapter

      Pages 241-290

      Changes of Basis

  5. Methods and Algorithms

    1. Front Matter

      Pages 291-291

    2. No Access

      Book Chapter

      Pages 293-324

      Linear Systems Estimation

    3. No Access

      Book Chapter

      Pages 325-353

      Kalman Filtering and Domain Decomposition

    4. No Access

      Book Chapter

      Pages 355-380

      Sampling and Monte Carlo Methods

  6. Appendices

    1. Front Matter

      Pages 381-381

    2. No Access

      Book Chapter

      Pages 383-409

      Algebra

    3. No Access

      Book Chapter

      Pages 411-421

      Statistics

    4. No Access

      Book Chapter

      Pages 423-432

      Image Processing

  7. Back Matter

    Pages 433-454