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.