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BIOMEDICAL SIGNAL ANALYSIS: CONTEMPORARY METHODS AND APPLICATIONS 2010 (H)
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ISBN: 9780262013284
類別: 生物科學Biophysics Science
出版社: MIT PRESS
作者: THEIS
年份: 2010
裝訂別: 精裝
頁數: 420
定價: 1,280
售價: 1,152
原幣價: USD 60.00
狀態: 正常
Biomedical signal analysis has become one of the most important visualization and interpretation methods in biology and medicine. Many new and powerful instruments for detecting, storing, transmitting, analyzing, and displaying images have been developed in recent years, allowing scientists and physicians to obtain quantitative measurements to support scientific hypotheses and medical diagnoses. This book offers an overview of a range of proven and new methods, discussing both theoretical and practical aspects of biomedical signal analysis and interpretation.

After an introduction to the topic and a survey of several processing and imaging techniques, the book describes a broad range of methods, including continuous and discrete Fourier transforms, independent component analysis (ICA), dependent component analysis, neural networks, and fuzzy logic methods. The book then discusses applications of these theoretical tools to practical problems in everyday biosignal processing, considering such subjects as exploratory data analysis and low-frequency connectivity analysis in fMRI, MRI signal processing including lesion detection in breast MRI, dynamic cerebral contrast-enhanced perfusion MRI, skin lesion classification, and microscopic slice image processing and automatic labeling.

Biomedical Signal Analysis can be used as a text or professional reference. Part I, on methods, forms a self-contained text, with exercises and other learning aids, for upper-level undergraduate or graduate-level students. Researchers or graduate students in systems biology, genomic signal processing, and computer-assisted radiology will find both parts I and II (on applications) a valuable handbook.

Table Of Contents

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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