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Data mining in biomedical imaging, signaling, and systems [electronic resource] / edited by Sumeet Dua and Rajendra Acharya U.

Contributor(s): Dua, Sumeet | Acharya U, Rajendra.
Material type: materialTypeLabelBookPublisher: Boca Raton : Auerbach Publications, 2011Description: xv, 424 p. : ill., ports.ISBN: 9781439839393 (ebook : PDF).Subject(s): Data mining | Medical informatics | BioinformaticsGenre/Form: Electronic books.Additional physical formats: No titleOnline resources: Distributed by publisher. Purchase or institutional license may be required for access. Also available in print edition.
Contents:
1. Feature extraction methods in biomedical signaling and imaging / Xian Du and Sumeet Dua -- 2. Supervised and unsupervised learning methods in biomedical signaling and imaging / Xian Du and Sumeet Dua -- 3. Data mining of acoustical properties of speech as indicators of depression / Ananthakrishna T. ... [et al.] -- 4. Typicality measure and the creation of predictive models in biomedicine / Mila Kwiatkowska ... [et al.] -- 5. Gaussian mixture model-based clustering technique for electrocardiogram analysis / Roshan Joy Martis, Chandan Chakraborty, and Ajoy Kumar Ray -- 6. Pattern recognition algorithms for seizure applications / Alan Chiu -- 7. Application of parametric and nonparametric methods in arrhythmia classification / Haseena H., K. Paul Joseph, and Abraham T. Mathew -- 8. Supervised and unsupervised metabonomic techniques in clinical diagnosis : classification of 677-MTHFR mutations in migraine sufferers / Filippo Molinari ... [et al.] -- 9. Automatic grading of adult depression using a backpropagation neural network classifier / Subhagata Chattopadhyay ... [et al.] -- 10. Alignment-based clustering of gene expression time-series data / Numanul Subhani ... [et al.] -- 11. Mining of imaging biomarkers for quantitative evaluation of osteoarthritis / Xian Du -- 12. Supervised classification of digital mammograms / Harpreet Singh and Sumeet Dua -- 13. Biofilm image analysis : automatic segmentation methods and applications / Dario Rojas ... [et al.] -- 14. Discovering association of diseases in the upper gastrointestinal tract using text mining techniques / S.S. Saraf, G.R. Udupi, and Santosh D. Hajare -- 15. Mental health informatics : scopes and challenges / Subhagata Chattopadhyay -- 16. Systems engineering for medical informatics / Oliver Faust ... [et al.].
Summary: "Data mining has rapidly emerged as an enabling, robust, and scalable technique to analyze data for novel patterns, trends, anomalies, structures, and features that can be employed for a variety of biomedical and clinical domains. Approaching the techniques and challenges of image mining from a multidisciplinary perspective, this book presents data mining techniques, methodologies, algorithms, and strategies to analyze biomedical signals and images. Written by experts, the text addresses data mining paradigms for the development of biomedical systems. It also includes special coverage of knowledge discovery in mammograms and emphasizes both the diagnostic and therapeutic fields of eye imaging"--Provided by publisher.
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"An Auerbach book."

Includes bibliographical references and index.

1. Feature extraction methods in biomedical signaling and imaging / Xian Du and Sumeet Dua -- 2. Supervised and unsupervised learning methods in biomedical signaling and imaging / Xian Du and Sumeet Dua -- 3. Data mining of acoustical properties of speech as indicators of depression / Ananthakrishna T. ... [et al.] -- 4. Typicality measure and the creation of predictive models in biomedicine / Mila Kwiatkowska ... [et al.] -- 5. Gaussian mixture model-based clustering technique for electrocardiogram analysis / Roshan Joy Martis, Chandan Chakraborty, and Ajoy Kumar Ray -- 6. Pattern recognition algorithms for seizure applications / Alan Chiu -- 7. Application of parametric and nonparametric methods in arrhythmia classification / Haseena H., K. Paul Joseph, and Abraham T. Mathew -- 8. Supervised and unsupervised metabonomic techniques in clinical diagnosis : classification of 677-MTHFR mutations in migraine sufferers / Filippo Molinari ... [et al.] -- 9. Automatic grading of adult depression using a backpropagation neural network classifier / Subhagata Chattopadhyay ... [et al.] -- 10. Alignment-based clustering of gene expression time-series data / Numanul Subhani ... [et al.] -- 11. Mining of imaging biomarkers for quantitative evaluation of osteoarthritis / Xian Du -- 12. Supervised classification of digital mammograms / Harpreet Singh and Sumeet Dua -- 13. Biofilm image analysis : automatic segmentation methods and applications / Dario Rojas ... [et al.] -- 14. Discovering association of diseases in the upper gastrointestinal tract using text mining techniques / S.S. Saraf, G.R. Udupi, and Santosh D. Hajare -- 15. Mental health informatics : scopes and challenges / Subhagata Chattopadhyay -- 16. Systems engineering for medical informatics / Oliver Faust ... [et al.].

"Data mining has rapidly emerged as an enabling, robust, and scalable technique to analyze data for novel patterns, trends, anomalies, structures, and features that can be employed for a variety of biomedical and clinical domains. Approaching the techniques and challenges of image mining from a multidisciplinary perspective, this book presents data mining techniques, methodologies, algorithms, and strategies to analyze biomedical signals and images. Written by experts, the text addresses data mining paradigms for the development of biomedical systems. It also includes special coverage of knowledge discovery in mammograms and emphasizes both the diagnostic and therapeutic fields of eye imaging"--Provided by publisher.

Also available in print edition.

Mode of access: World Wide Web.

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