Biosignal and Medical Image Processing
Seiten
2014
|
3rd edition
Crc Press Inc (Verlag)
978-1-4665-6736-8 (ISBN)
Crc Press Inc (Verlag)
978-1-4665-6736-8 (ISBN)
Written specifically for biomedical engineers, Biosignal and Medical Image Processing, Third Edition provides a complete set of signal and image processing tools, including diagnostic decision-making tools, and classification methods. Thoroughly revised and updated, it supplies important new material on nonlinear methods for describing and classifying signals, including entropy-based methods and scaling methods. A full set of PowerPoint slides covering the material in each chapter and problem solutions is available to instructors for download.
See What’s New in the Third Edition:
Two new chapters on nonlinear methods for describing and classifying signals.
Additional examples with biological data such as EEG, ECG, respiration and heart rate variability
Nearly double the number of end-of-chapter problems
MATLAB® incorporated throughout the text
Data "cleaning" methods commonly used in such areas as heart rate variability studies
The text provides a general understanding of image processing sufficient to allow intelligent application of the concepts, including a description of the underlying mathematical principals when needed. Throughout this textbook, signal and image processing concepts are implemented using the MATLAB® software package and several of its toolboxes.
The challenge of covering a broad range of topics at a useful, working depth is motivated by current trends in biomedical engineering education, particularly at the graduate level where a comprehensive education must be attained with a minimum number of courses. This has led to the development of "core" courses to be taken by all students. This text was written for just such a core course. It is also suitable for an upper-level undergraduate course and would also be of value for students in other disciplines that would benefit from a working knowledge of signal and image processing.
See What’s New in the Third Edition:
Two new chapters on nonlinear methods for describing and classifying signals.
Additional examples with biological data such as EEG, ECG, respiration and heart rate variability
Nearly double the number of end-of-chapter problems
MATLAB® incorporated throughout the text
Data "cleaning" methods commonly used in such areas as heart rate variability studies
The text provides a general understanding of image processing sufficient to allow intelligent application of the concepts, including a description of the underlying mathematical principals when needed. Throughout this textbook, signal and image processing concepts are implemented using the MATLAB® software package and several of its toolboxes.
The challenge of covering a broad range of topics at a useful, working depth is motivated by current trends in biomedical engineering education, particularly at the graduate level where a comprehensive education must be attained with a minimum number of courses. This has led to the development of "core" courses to be taken by all students. This text was written for just such a core course. It is also suitable for an upper-level undergraduate course and would also be of value for students in other disciplines that would benefit from a working knowledge of signal and image processing.
John L. Semmlow (Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA) (Author) , Benjamin Griffel (Author)
Introduction. Basic Concepts. Spectral Analysis: Classical Methods. Digital Filters. Spectral Analysis: Modern Techniques. Time–Frequency Analysis. Wavelet Analysis. Advanced Signal Processing Techniques: Optimal and Adaptive Filters. Multivariate Analyses: Principal Component Analysis and Independent Component Analysis. Fundamentals of Imaging Processing: MATLAB Image Processing Toolbox. Spectral Analysis: The Fourier Transform. Image Segmentation. Image Reconstruction. Classification I: Linear Discriminant Analysis and Support Vector Machines. Adaptive Neural Nets.
| Erscheint lt. Verlag | 17.3.2014 |
|---|---|
| Zusatzinfo | 21 Tables, black and white; 333 Illustrations, black and white |
| Verlagsort | Bosa Roca |
| Sprache | englisch |
| Maße | 178 x 254 mm |
| Gewicht | 1315 g |
| Themenwelt | Informatik ► Grafik / Design ► Digitale Bildverarbeitung |
| Medizin / Pharmazie ► Medizinische Fachgebiete ► Radiologie / Bildgebende Verfahren | |
| Medizin / Pharmazie ► Physiotherapie / Ergotherapie ► Orthopädie | |
| Technik ► Medizintechnik | |
| ISBN-10 | 1-4665-6736-8 / 1466567368 |
| ISBN-13 | 978-1-4665-6736-8 / 9781466567368 |
| Zustand | Neuware |
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