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Pattern recognition and signal analysis in medical imaging / Anke Meyer-Baese and Volker Schmid.

By: Contributor(s): Material type: TextTextPublication details: Amsterdam : Academic Press, c2014.Edition: 2nd edDescription: xxi, 444 p. : illustrations ; 25 cmISBN:
  • 9780124095458
Subject(s): DDC classification:
  • 23 M613 616.0754
Contents:
1. Introduction-- 2. Feature selection and extraction-- 3. Subband coding and wavelet transform-- 4. The wavelet transform in medical imaging-- 5. Genetic algorithms-- 6. Statistical and syntactic pattern recognition-- 7. Foundations of neural networks-- 8. Transformation and signal-separation neural networks-- 9. Neuro-fuzzy classification-- 10. Specialized neural networks relevant to bioimaging-- 11. Spato-temporal models in functional and perfusion imaging-- 12. Analysis of dynamic susceptibility contrast MRI time-series based on unsupervised clustering methods-- 13. Computer-aided diagnosis for diagnostically challenging breast lesions in DCE-MRI-- Glossary-- References-- Index.
Summary: This book is an essential tool for students and professionals, compiling and explaining proven and cutting-edge methods in pattern recognition for medical imaging.
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Holdings
Item type Current library Call number Status Date due Barcode Item holds
Books ISI Library, Kolkata 616.0754 M613 (Browse shelf(Opens below)) Available 135746
Total holds: 0

Preceded by Pattern recognition for medical imaging / Anke Meyer-Bäse. 2004.

Includes bibliographical references and index.

1. Introduction--
2. Feature selection and extraction--
3. Subband coding and wavelet transform--
4. The wavelet transform in medical imaging--
5. Genetic algorithms--
6. Statistical and syntactic pattern recognition--
7. Foundations of neural networks--
8. Transformation and signal-separation neural networks--
9. Neuro-fuzzy classification--
10. Specialized neural networks relevant to bioimaging--
11. Spato-temporal models in functional and perfusion imaging--
12. Analysis of dynamic susceptibility contrast MRI time-series based on unsupervised clustering methods--
13. Computer-aided diagnosis for diagnostically challenging breast lesions in DCE-MRI--

Glossary--
References--
Index.

This book is an essential tool for students and professionals, compiling and explaining proven and cutting-edge methods in pattern recognition for medical imaging.

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