Biomedical signal analysis contemporary methods and applications

Foundations of medical imaging and signal recordingSpectral transformations -- Information theory and principal component analysis -- Independent component analysis and blind source separation -- Dependent component analysis -- Pattern recognition techniques -- Fuzzy clustering and genetic algorithm...

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Bibliographische Detailangaben
1. Verfasser:	Theis, Fabian J. (VerfasserIn)
Weitere Verfasser:	Meyer-Bäse, Anke (BerichterstatterIn)
Format:	UnknownFormat
Sprache:	eng
Veröffentlicht:	Cambridge, Mass., London MIT Press 2010
Schlagworte:	Magnetic resonance imaging > Image processing > Diagnostic imaging > Biomedizinische Technik > Signalanalyse > Signalverarbeitung > Bildgebendes Verfahren > Biomedizin > Medizin > Medizintechnik
Online Zugang:	Inhaltsverzeichnis
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Beschreibung
Zusammenfassung:	Foundations of medical imaging and signal recordingSpectral transformations -- Information theory and principal component analysis -- Independent component analysis and blind source separation -- Dependent component analysis -- Pattern recognition techniques -- Fuzzy clustering and genetic algorithms -- Exploratory data analysis methods for fMRI -- Low-frequency functional connectivity in fMRI -- Classification of dynamic breast MR image data -- Dynamic cerebral contrast-enhanced perfusion MRI -- Skin lesion classification -- Microscopic slice image processing and automatic labeling -- NMR water artifact removal. Foundations of medical imaging and signal recording -- Spectral transformations -- Information theory and principal component analysis -- Independent component analysis and blind source separation -- Dependent component analysis -- Pattern recognition techniques -- Fuzzy clustering and genetic algorithms -- Exploratory data analysis methods for fMRI -- Low-frequency functional connectivity in fMRI -- Classification of dynamic breast MR image data -- Dynamic cerebral contrast-enhanced perfusion MRI -- Skin lesion classification -- Microscopic slice image processing and automatic labeling -- NMR water artifact removal.
Beschreibung:	Includes bibliographical references and index. - Foundations of medical imaging and signal recording -- Spectral transformations -- Information theory and principal component analysis -- Independent component analysis and blind source separation -- Dependent component analysis -- Pattern recognition techniques -- Fuzzy clustering and genetic algorithms -- Exploratory data analysis methods for fMRI -- Low-frequency functional connectivity in fMRI -- Classification of dynamic breast MR image data -- Dynamic cerebral contrast-enhanced perfusion MRI -- Skin lesion classification -- Microscopic slice image processing and automatic labeling -- NMR water artifact removal
Beschreibung:	XIII, 415, [8] S. Ill., graph. Darst. 24 cm
ISBN:	9780262013284 978-0-262-01328-4 0262013282 0-262-01328-2