Biomedical signal analysis : methods and applications
- نوع فایل : کتاب
- زبان : انگلیسی
- مؤلف : Fabian J Theis; Anke Meyer-Bäse
- ناشر : Cambridge, Mass. ; London : MIT Press
- چاپ و سال / کشور: 2009
- شابک / ISBN : 9780262013284
Description
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
A comprehensive introduction to innovative methods in the field of biomedical signal analysis, covering both theory and practice.
