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Preface vii
I Methods
1 Foundations of Medical Imaging and Signal Recording 3
2 Spectral Transformations 29
3 Information Theory and Principal Component Analysis 71
4 Independent Component Analysis and Blind Source Separation 101
5 Dependent Component Analysis 141
6 Pattern Recognition Techniques 161
7 Fuzzy Clustering and Genetic Algorithms 217
II Applications
8 Exploratory Data Analysis Methods for fMRI 255
9 Low-frequency Functional Connectivity in fMRI 263
10 Classification of Dynamic Breast MR Image Data 275
11 Dynamic Cerebral Contrast-enhanced Perfusion MRI 299
12 Skin Lesion Classification 325
13 Microscopic Slice Image Processing and Automatic Labeling 349
14 NMR Water Artifact Removal 381
References 397
Index 413
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