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Exponential Families

Published on Feb 4, 202520968 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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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