Theory and Applications of Kernel Space
Basics of kernel definitions and theory are first given. Then 3 algorithms are described with ane xplicit reference to the representer theorem:
- Support vector Mahcines,
- Support Vector Regression and
- Kernel Principal Components Analysis.
The last course is devoted to examples of kernel design (Mahalanobis kernles and Fisher kernels)
Author: Florence D'Alché, Université Evry val D'Essonne Genopole