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Exponential Families
Published on 2007-02-2520972 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 Kernels00:01
Outline02:13
Lecture 104:06
The Exponential Family07:25
Example: Binomial Distribution10:12
Example: Laplace Distribution19:11
Example: Normal Distribution20:55
Example: Multinomial Distribution24:45
Example: Poisson Distribution28:13
Example: Beta Distribution30:48
Example: Gamma Distribution32:07
Zoology of Exponential Families34:00
Recall36:12
Benefits: Log-partition function is nice36:44
Application: Laplace distribution41:47
Benefits: Maximum Entropy Estimate43:32
Using it48:34
Application: Discrete Events55:24
Tossing a dice57:32