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Exponential Families in Feature Space - Part 5
Published on Feb 25, 20074053 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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Chapter list
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