John L. Semmlow, Benjamin Griffel

Biosignal and Medical Image Processing (eBook, PDF)

• Format: PDF

Produktbeschreibung

This third edition of a bestseller offers comprehensive coverage of the major approaches in biomedical signal and image processing. It provides a complete set of signal 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. This edition covers data "cleaning" methods commonly used in such areas as heart rate variability studies, along with actual examples. It also includes new end-of-chapter problems.

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Produktdetails

• Verlag: Taylor & Francis
• Seitenzahl: 630
• Erscheinungstermin: 30. September 2021
• Englisch
• ISBN-13: 9781466567375
• Artikelnr.: 62659963

Autorenporträt

John L. Semmlow (Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA) (Author) , Benjamin Griffel (Author)

Inhaltsangabe

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.

Rezensionen

"...An excellent review of the actual trendiest techniques in signal processing with a very clear (and simplified) description of their capabilities in signal and image analysis. Matlab examples are an excellent addition to provide students with capabilities to understand better how the techniques work..."
-Enrique Nava Baro, PhD, University of MÁlaga, Spain

"The book is a welcome addition to the teaching literature for biomedical engineering, building on the previous edition's friendly approach to introducing the material. This makes it particularly suitable for biomedical engineering, a field in which students come from a variety of backgrounds, and where familiarity of the fundamentals of electrical engineering cannot be assumed."
-David A. Clifton, University of Oxford, UK