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Exponential Families in Feature Space
Published on Feb 4, 20257671 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
Exponential Families and Kernels00:03
Outline01:08
Lecture 103:53
The Exponential Family04:43
Example: Binomial Distribution09:00
Example: Laplace Distribution15:34
Example: Normal Distribution17:48
Example: Multinomial Distribution21:42
Example: Poisson Distribution23:55
Example: Beta Distribution29:05
Example: Gamma Distribution34:35
Zoology of Exponential Families35:48
Recall36:37
Benefits: Log-partition function is nice37:20
Benefits: Simple Estimation48:07
Application: Laplace distribution54:23
Benefits: Maximum Entropy Estimate55:45
Using it58:32