Research Catalog
Kernel methods in bioengineering, signal and image processing
- Title
- Kernel methods in bioengineering, signal and image processing / Gustavo Camps-Valls, José Luis Rojo-Álvarez, Manuel Martínez-Ramón, [editors].
- Publication
- Hershey, PA : Idea Group Pub., [2007], ©2007.
Available Online
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| Status | Format | Access | Call Number | Item Location |
|---|---|---|---|---|
| Text | Request in advance | TA335 .K47 2007 | Off-site |
Details
- Additional Authors
- Description
- xiv, 415 pages : illustrations; 26 cm
- Summary
- "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.
- Subjects
- Bibliography (note)
- Includes bibliographical references and index.
- Contents
- Ch. I. Kernel methods : a paradigm for pattern analysis / Nello Cristianini, John Shawe-Taylor and Craig Saunders -- Ch. II. Kernel methods in genomics and computational biology / Jean-Philippe Vert -- Ch. III. Kernel clustering for knowledge discovery in clinical microarray data analysis / Nathalie L. M. M. Pochet, Fabian Ojeda, Frank De Smet, Tijl De Bie, Johan A. K. Suykens and Bart L. R. De Moor -- Ch. IV. Support vector machine for recognition of white blood cells of leukaemia / Stanislaw Osowski and Tomasz Markiewicz -- Ch. V. Classification of multiple interleaved human brain tasks in functional magnetic resonance imaging / Manel Martinez-Ramon, Vladimir Koltchinskii, Gregory L. Heileman and Stefan Posse -- Ch. VI. Discrete time signal processing framework with support vector machines / Jose Luis Rojo-Alvarez, Manel Martinez-Ramon, Gustavo Camps-Valls, Carlos E. Martinez-Cruz and Carlos Figuera -- Ch. VII. A complex support vector machine approach to OFDM coherent demodulation / M. Julia Fernandez-Getino Garcia, Jose Luis Rojo-Alvarez, Victor P. Gil-Jimenez, Felipe Alonso-Atienza and Ana Garcia-Armada -- Ch. VIII. Comparison of kernel methods applied to smart antenna array processing / Christos Christodoulou and Manel Martinez-Ramon -- Ch. IX. Applications of kernel theory to speech recognition / Joseph Picone, Aravind Ganapathiraju and Jon Hamaker -- Ch. X. Building sequence kernels for speaker verification and word recognition / Vincent Wan -- Ch. XI. A kernel canonical correlation analysis for learning the semantics of text / Blaz Fortuna, Nello Cristianini and John Shawe-Taylor -- Ch. XII. On the pre-image problem in kernel methods / Gokhan H. Bakir, Bern hard Scholkopf and Jason Weston -- Ch. XIII. Perceptual image representations for support vector machine image coding / Juan Gutierrez, Gabriel Gomez-Perez, Jesus Malo and Gustavo Camps-Valls -- Ch. XIV. Image classification and retrieval with kernel methods / Francesco Odone and Alessandro Verri -- Ch. XV. Probabilistic kernel PCA and its application to statistical modeling and inference / Daniel Cremers and Timo Kohlberger -- Ch. XVI. Hyperspectral image classification with kernels / Lorenzo Bruzzone, Luis Gomez-Chova, Mattia Marconcini and Gustavo Camps-Valls.
- ISBN
- 1599040425 (hardcover)
- 9781599040424 (hardcover)
- 1599040433 (softcover)
- 9781599040431 (softcover)
- 1599040441 (ebook)
- 9781599040448 (ebook)
- LCCN
- 2006027728
- OCLC
- ocm71173751
- 71173751
- SCSB-5320170
- Owning Institutions
- Columbia University Libraries