Kernel methods in bioengineering, signal and image processing

"This book presents an extensive introduction to the field of kernel methods and real world applications. The book is organized in four parts: the first is an introductory chapter providing a framework of kernel methods; the others address Bioegineering, Signal Processing and Communications and...

Full description

Bibliographic Details
Corporate Author: IGI Global.
Other Authors: Camps-Valls, Gustavo, 1972-, Rojo-Álvarez, José Luis, 1972-, Martínez-Ramón, Manel, 1968-
Format: Electronic
Language:English
Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2007.
Subjects:
Online Access:View fulltext via EzAccess
LEADER 03788nam a2200565 a 4500
001 29690
003 IGIG
005 20100714155857.0
006 m e d
007 cr bn||||m|||a
008 100626s2007 paua fsb 001 0 eng d
010 # # |z 2006027728 
020 # # |a 9781599040448 (ebook) 
020 # # |a 1599040441 (ebook) 
020 # # |z 1599040425 (hardcover) 
020 # # |z 9781599040424 (hardcover) 
020 # # |z 1599040433 (softcover) 
020 # # |z 9781599040431 (softcover) 
024 7 # |a 10.4018/978-1-59904-042-4  |2 doi 
035 # # |a (CaBNVSL)gtp00541794 
035 # # |a (OCoLC)430970954 
040 # # |a CaBNVSL  |c CaBNVSL  |d CaBNVSL 
050 # 4 |a TA335  |b .K47 2007e 
082 0 4 |a 610.28  |2 22 
245 0 0 |a Kernel methods in bioengineering, signal and image processing  |c Gustavo Camps-Valls, José Luis Rojo-Álvarez, Manuel Martínez-Ramón, [editors].  |h [electronic resource] / 
260 # # |a Hershey, Pa. :  |b IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA),  |c c2007. 
300 # # |a electronic texts (xiv, 415 p. : ill.) :  |b digital files. 
504 # # |a Includes bibliographical references and index. 
505 0 # |a 1. Kernel Methods: A Paradigm for Pattern Analysis -- 
505 0 # |a Section I: Bio-Medical Engineering -- 2. Kernel Methods in Genomics and Computational Biology -- 3. Kernel Clustering for Knowledge Discovery in Clinical Microarray Data Analysis -- 4. Support Vector Machine for Recognition of White Blood Cells of Leukaemia -- 5. Classification of Multiple Interleaved Human Brain Tasks in Functional Magnetic Resonance Imaging -- 
505 0 # |a Section II: Signal Processing -- 6. Discrete Time Signal Processing Framework with Support Vector Machines -- 7. A Complex Support Vector Machine Approach to OFDM Coherent Demodulation -- 8. Comparison of Kernel Methods Applied to Smart Antenna Array Processing -- 9. Applications of Kernel Theory to Speech Recognition -- 10. Building Sequence Kernels for Speaker Verification and Word Recognition -- 11. A Kernel Canonical Correlation Analysis for Learning the Semantics of Text -- 
505 0 # |a Section III: Image Processing -- 12. On the Pre-Image Problem in Kernel Methods -- 13. Perceptual Image Representations for Support Vector Machine Image Coding -- 14. Image Classification and Retrieval with Kernel Methods -- 15. Probabilistic Kernel PCA and its Application to Statistical Modeling and Inference -- 16. Hyperspectral Image Classification with Kernels -- About the Authors -- Index. 
506 # # |a Restricted to subscribers or individual electronic text purchasers. 
520 3 # |a "This book presents an extensive introduction to the field of kernel methods and real world applications. The book is organized in four parts: the first is an introductory chapter providing a framework of kernel methods; the others address Bioegineering, Signal Processing and Communications and Image Processing"--Provided by publisher. 
530 # # |a Also available in print. 
538 # # |a Mode of access: World Wide Web. 
588 # # |a Title from PDF t.p. (viewed on June 26, 2010). 
650 # 0 |a Engineering mathematics. 
650 # 0 |a Biomedical engineering  |x Mathematics. 
650 # 0 |a Signal processing  |x Mathematics. 
650 # 0 |a Cell phone systems  |x Mathematics. 
650 # 0 |a Image processing  |x Mathematics. 
650 # 0 |a Kernel functions. 
700 1 # |a Camps-Valls, Gustavo,  |d 1972- 
700 1 # |a Rojo-Álvarez, José Luis,  |d 1972- 
700 1 # |a Martínez-Ramón, Manel,  |d 1968- 
710 2 # |a IGI Global. 
776 0 # |c (Original)  |w (DLC) 2006027728  |z 9781599040424  |z 1599040425 
856 4 0 |u https://ezaccess.library.uitm.edu.my/login?url=http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-59904-042-4  |z View fulltext via EzAccess