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Biomedical signal analysis: contemporary methods and applications
Theis, Fabian J.
Meyer-B„se, Anke
Biomedical signal analysis has become one of the most important visualizationand 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 analysisand 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 bookthen 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.
- ISBN: 978-0-262-01328-4
- Editorial: MIT
- Encuadernacion: Cartoné
- Páginas: 415
- Fecha Publicación: 23/04/2010
- Nº Volúmenes: 1
- Idioma: Inglés