Biomedical signal analysis :: contemporary methods and applications /
"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 an...
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Weitere Verfasser: | |
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cambridge, Mass. :
MIT Press,
©2010.
|
| Schlagworte: | |
| Online-Zugang: | Volltext |
| Zusammenfassung: | "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."--Jacket. |
| Beschreibung: | 1 online resource (xiii, 415 pages, 8 unnumbered pages of plates) : illustrations (some color) |
| Bibliographie: | Includes bibliographical references and index. |
| ISBN: | 9780262259248 0262259249 9780262260077 0262260077 9781615835157 1615835156 0262013282 9780262013284 026225848X 9780262258487 1282638165 9781282638167 9786612638169 6612638168 |
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| 245 | 1 | 0 | |a Biomedical signal analysis : |b contemporary methods and applications / |c Fabian J. Theis and Anke Meyer-Bäse. |
| 260 | |a Cambridge, Mass. : |b MIT Press, |c ©2010. | ||
| 300 | |a 1 online resource (xiii, 415 pages, 8 unnumbered pages of plates) : |b illustrations (some color) | ||
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| 504 | |a Includes bibliographical references and index. | ||
| 505 | 0 | |a 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. | |
| 588 | 0 | |a Print version record. | |
| 520 | |a "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."--Jacket. | ||
| 546 | |a English. | ||
| 650 | 0 | |a Magnetic resonance imaging. |0 http://id.loc.gov/authorities/subjects/sh85079741 | |
| 650 | 0 | |a Image processing. |0 http://id.loc.gov/authorities/subjects/sh85064446 | |
| 650 | 0 | |a Diagnostic imaging. |0 http://id.loc.gov/authorities/subjects/sh85037507 | |
| 650 | 1 | 2 | |a Magnetic Resonance Imaging |x methods |
| 650 | 2 | 2 | |a Algorithms |
| 650 | 2 | 2 | |a Image Processing, Computer-Assisted |
| 650 | 2 | |a Magnetic Resonance Imaging |0 https://id.nlm.nih.gov/mesh/D008279 | |
| 650 | 2 | |a Diagnostic Imaging |0 https://id.nlm.nih.gov/mesh/D003952 | |
| 650 | 6 | |a Imagerie par résonance magnétique. | |
| 650 | 6 | |a Traitement d'images. | |
| 650 | 6 | |a Imagerie pour le diagnostic. | |
| 650 | 6 | |a Algorithmes. | |
| 650 | 7 | |a image processing. |2 aat | |
| 650 | 7 | |a algorithms. |2 aat | |
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Datensatz im Suchindex
| DE-BY-FWS_katkey | ZDB-4-EBA-ocn646068742 |
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| adam_text | |
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| author | Theis, Fabian J. |
| author2 | Meyer-Bäse, Anke |
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| author_GND | http://id.loc.gov/authorities/names/n2009000220 http://id.loc.gov/authorities/names/n2003129868 |
| author_facet | Theis, Fabian J. Meyer-Bäse, Anke |
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| contents | 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. |
| ctrlnum | (OCoLC)646068742 |
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| dewey-search | 616.07/54 |
| dewey-sort | 3616.07 254 |
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| discipline | Medizin |
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| genre | Electronic book. |
| genre_facet | Electronic book. |
| id | ZDB-4-EBA-ocn646068742 |
| illustrated | Illustrated |
| indexdate | 2024-11-27T13:17:16Z |
| institution | BVB |
| isbn | 9780262259248 0262259249 9780262260077 0262260077 9781615835157 1615835156 0262013282 9780262013284 026225848X 9780262258487 1282638165 9781282638167 9786612638169 6612638168 |
| language | English |
| oclc_num | 646068742 |
| open_access_boolean | |
| owner | MAIN DE-863 DE-BY-FWS |
| owner_facet | MAIN DE-863 DE-BY-FWS |
| physical | 1 online resource (xiii, 415 pages, 8 unnumbered pages of plates) : illustrations (some color) |
| psigel | ZDB-4-EBA |
| publishDate | 2010 |
| publishDateSearch | 2010 |
| publishDateSort | 2010 |
| publisher | MIT Press, |
| record_format | marc |
| spelling | Theis, Fabian J. http://id.loc.gov/authorities/names/n2009000220 Biomedical signal analysis : contemporary methods and applications / Fabian J. Theis and Anke Meyer-Bäse. Cambridge, Mass. : MIT Press, ©2010. 1 online resource (xiii, 415 pages, 8 unnumbered pages of plates) : illustrations (some color) text txt rdacontent computer c rdamedia online resource cr rdacarrier data file rda 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. Print version record. "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."--Jacket. English. Magnetic resonance imaging. http://id.loc.gov/authorities/subjects/sh85079741 Image processing. http://id.loc.gov/authorities/subjects/sh85064446 Diagnostic imaging. http://id.loc.gov/authorities/subjects/sh85037507 Magnetic Resonance Imaging methods Algorithms Image Processing, Computer-Assisted Magnetic Resonance Imaging https://id.nlm.nih.gov/mesh/D008279 Diagnostic Imaging https://id.nlm.nih.gov/mesh/D003952 Imagerie par résonance magnétique. Traitement d'images. Imagerie pour le diagnostic. Algorithmes. image processing. aat algorithms. aat MEDICAL Diagnostic Imaging. bisacsh MEDICAL Diagnosis. bisacsh Diagnostic imaging fast Image processing fast Magnetic resonance imaging fast BIOMEDICAL SCIENCES/General ENGINEERING/Biological Engineering Electronic book. Meyer-Bäse, Anke. http://id.loc.gov/authorities/names/n2003129868 Print version: Theis, Fabian J. Biomedical signal analysis. Cambridge, Mass. : MIT Press, ©2010 9780262013284 (DLC) 2008055768 (OCoLC)297222796 FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=291858 Volltext |
| spellingShingle | Theis, Fabian J. Biomedical signal analysis : contemporary methods and applications / 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. Magnetic resonance imaging. http://id.loc.gov/authorities/subjects/sh85079741 Image processing. http://id.loc.gov/authorities/subjects/sh85064446 Diagnostic imaging. http://id.loc.gov/authorities/subjects/sh85037507 Magnetic Resonance Imaging methods Algorithms Image Processing, Computer-Assisted Magnetic Resonance Imaging https://id.nlm.nih.gov/mesh/D008279 Diagnostic Imaging https://id.nlm.nih.gov/mesh/D003952 Imagerie par résonance magnétique. Traitement d'images. Imagerie pour le diagnostic. Algorithmes. image processing. aat algorithms. aat MEDICAL Diagnostic Imaging. bisacsh MEDICAL Diagnosis. bisacsh Diagnostic imaging fast Image processing fast Magnetic resonance imaging fast |
| subject_GND | http://id.loc.gov/authorities/subjects/sh85079741 http://id.loc.gov/authorities/subjects/sh85064446 http://id.loc.gov/authorities/subjects/sh85037507 https://id.nlm.nih.gov/mesh/D008279 https://id.nlm.nih.gov/mesh/D003952 |
| title | Biomedical signal analysis : contemporary methods and applications / |
| title_auth | Biomedical signal analysis : contemporary methods and applications / |
| title_exact_search | Biomedical signal analysis : contemporary methods and applications / |
| title_full | Biomedical signal analysis : contemporary methods and applications / Fabian J. Theis and Anke Meyer-Bäse. |
| title_fullStr | Biomedical signal analysis : contemporary methods and applications / Fabian J. Theis and Anke Meyer-Bäse. |
| title_full_unstemmed | Biomedical signal analysis : contemporary methods and applications / Fabian J. Theis and Anke Meyer-Bäse. |
| title_short | Biomedical signal analysis : |
| title_sort | biomedical signal analysis contemporary methods and applications |
| title_sub | contemporary methods and applications / |
| topic | Magnetic resonance imaging. http://id.loc.gov/authorities/subjects/sh85079741 Image processing. http://id.loc.gov/authorities/subjects/sh85064446 Diagnostic imaging. http://id.loc.gov/authorities/subjects/sh85037507 Magnetic Resonance Imaging methods Algorithms Image Processing, Computer-Assisted Magnetic Resonance Imaging https://id.nlm.nih.gov/mesh/D008279 Diagnostic Imaging https://id.nlm.nih.gov/mesh/D003952 Imagerie par résonance magnétique. Traitement d'images. Imagerie pour le diagnostic. Algorithmes. image processing. aat algorithms. aat MEDICAL Diagnostic Imaging. bisacsh MEDICAL Diagnosis. bisacsh Diagnostic imaging fast Image processing fast Magnetic resonance imaging fast |
| topic_facet | Magnetic resonance imaging. Image processing. Diagnostic imaging. Magnetic Resonance Imaging methods Algorithms Image Processing, Computer-Assisted Magnetic Resonance Imaging Diagnostic Imaging Imagerie par résonance magnétique. Traitement d'images. Imagerie pour le diagnostic. Algorithmes. image processing. algorithms. MEDICAL Diagnostic Imaging. MEDICAL Diagnosis. Diagnostic imaging Image processing Magnetic resonance imaging Electronic book. |
| url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=291858 |
| work_keys_str_mv | AT theisfabianj biomedicalsignalanalysiscontemporarymethodsandapplications AT meyerbaseanke biomedicalsignalanalysiscontemporarymethodsandapplications |