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Exponential Families in Feature Space - Part 5

Published on 2007-02-254056 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 Families00:01
Overview01:11
Machine Learning02:26
Exponential Family04:51
Log-Partition Function10:37
Some Examples14:44
Kernels15:03
Unconditional Models22:38
Conditional Models27:57
Handling Missing Variables29:49
Max-Likelihood Estimation36:01
MAP Estimation39:09