Theory and Applications of Kernel Space
author: Florence d'Alche-Buc,
Université Evry Val d'Essonne
published: July 11, 2007, recorded: July 2007, views: 13199
published: July 11, 2007, recorded: July 2007, views: 13199
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Part 1 1:33:04
Part 2 46:24
Part 3 18:26
Description
- Basics of kernel definitions and theory are first given.
Then 3 algorithms are described with an explicit 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)
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It is quite annoying to zoom from the slide frequently to the lecture.
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