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Exponential Families in Feature Space
Published on Feb 25, 20074961 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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Chapter list
Kernels and Dynamical Systems00:01
Roadmap02:28
Kernel Trick06:00
The Basic Idea10:13
Notation13:42
Trajectories16:23
Notation18:19
Trajectories18:24
Special Cases19:39
Roadmap21:51
Continuous Linear Systems22:06
Notation22:42
Trajectories22:47
Notation23:21
Trajectories24:48
Special Cases25:14
Continuous Linear Systems26:10
Continuous Kernel29:13
Special Cases33:51
Diffusion Kernels35:37
Graph Kernels41:00
Continuous Linear Systems42:43
Roadmap43:39
Continuous Linear Systems44:22
Diffusion Kernels44:36
ARMA Models45:09
Kernels on ARMA Models49:28
Dynamic Textures52:41