Biomedical Signal Analysis: Contemporary Methods and Applications (Mit Press) - Hardcover

Theis, Fabian J.; Meyer-Base, Anke

Hardcover

ISBN 10: 0262013282 ISBN 13: 9780262013284

Verlag: The MIT Press, 2010

Inhaltsangabe

A comprehensive introduction to innovative methods in the field of biomedical signal analysis, covering both theory and practice.

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.

Über diesen Titel

Über die Autorin bzw. den Autor

Fabian J. Theis is head of the Computational Modeling in Biology Group at the Institute of Bioinformatics and Systems Biology, German Research Center for Environmental Health, Neuherberg, Germany.

Details zur Ausgabe

• Verlag: The MIT Press
• Erscheinungsdatum: 2010
• Sprache: Englisch
• ISBN 10: 0262013282
• ISBN 13: 9780262013284
• Einband: Gebundene Ausgabe
• Auflage: 1
• Anzahl der Seiten: 432
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar