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Exponential Families in Feature Space

Published on 2007-02-254966 Views

In this introductory course we will discuss how log linear models can be extended to feature space. These log linear models have been studied by statisticians for a long time under the name of exponen

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Presentation

Kernels and Dynamical Systems00:01
Roadmap02:28
Kernel Trick06:00
The Basic Idea10:13
Notation13:42
Trajectories16:23
Special Cases19:39
Continuous Linear Systems22:06
Continuous Kernel29:13
Diffusion Kernels35:37
Graph Kernels41:00
ARMA Models45:09
Kernels on ARMA Models49:28
Dynamic Textures52:41