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

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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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Reviews and comments:

Comment1 lei, January 6, 2010 at 1:07 a.m.:

It is quite annoying to zoom from the slide frequently to the lecture.

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