Kernel methods in bioengineering, signal and image processing

• Other Authors: Camps-Valls, Gustavo, 1972-, Rojo-Álvarez, José Luis, 1972-, Martínez-Ramón, Manel, 1968-
• Format: Electronic
• Language: English
• Published: Hershey, PA : Idea Group Pub., c2007.
• Subjects: Engineering mathematics.; Biomedical engineering > Mathematics.; Signal processing > Mathematics.; Cell phone systems > Mathematics.; Image processing > Mathematics.; Kernel functions.; TECHNOLOGY & ENGINEERING > Biomedical.; MEDICAL > Family & General Practice.; MEDICAL > Medical Technology. > Allied Health Services; MEDICAL > Biotechnology.; MEDICAL > Lasers in Medicine.; Mathématiques de l'ingénieur.; Génie biomédical > Mathématiques.; Traitement du signal > Mathématiques.; Téléphonie cellulaire > Mathématiques.; Traitement d'images > Mathématiques.; Noyaux (Mathématiques); Electronic books.
• Online Access: View fulltext via EzAccess

"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...

Table of Contents:

• 1. Kernel Methods: A Paradigm for Pattern Analysis
• 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
• 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
• 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.