en
en-de
en-es
en-fr
en-sl
en-zh
0.25
0.5
0.75
1.25
1.5
1.75
2
Exponential Families in Feature Space
Published on 2007-02-257671 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
Related categories
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