In this Book

  • Biomedical Signal Analysis: Contemporary Methods and Applications
  • Book
  • Fabian J. Theis and Anke Meyer-Bäse
  • 2010
  • Published by: The MIT Press
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summary
A comprehensive introduction to innovative methods in the field of biomedical signal analysis, covering both theory and practice.

Table of Contents

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  1. Cover
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  1. Title Page, Copyright
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  1. Contents
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  1. Preface
  2. pp. vii-xiii
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  1. I. Methods
  1. 1. Foundations of Medical Imaging and Signal Recording
  2. pp. 3-28
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  1. 2. Spectral Transformations
  2. pp. 29-70
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  1. 3. Information Theory and Principal Component Analysis
  2. pp. 71-99
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  1. 4. Independent Component Analysis and Blind Source Separation
  2. pp. 101-139
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  1. 5. Dependent Component Analysis
  2. pp. 141-159
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  1. 6. Pattern Recognition Techniques
  2. pp. 161-216
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  1. 7. Fuzzy Clustering and Genetic Algorithms
  2. pp. 217-252
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  1. II. Applications
  1. 8. Exploratory Data Analysis Methods for fMRI
  2. pp. 255-262
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  1. 9. Low-frequency Functional Connectivity in fMRI
  2. pp. 263-274
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  1. 10. Classification of Dynamic Breast MR Image Data
  2. pp. 275-298
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  1. 11. Dynamic Cerebral Contrast-enhanced Perfusion MRI
  2. pp. 299-323
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  1. 12. Skin Lesion Classification
  2. pp. 325-348
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  1. 13. Microscopic Slice Image Processing and Automatic Labeling
  2. pp. 349-379
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  1. 14. NMR Water Artifact Removal
  2. pp. 381-395
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  1. References
  2. pp. 397-411
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  1. Index
  2. pp. 413-415
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  1. Image Plates
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