Difference between revisions of "Expectation Regularization"
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This is a [[Category::method]] introduced in [[RelatedPaper::G.S Mann and A. McCallum, ICML 2007]]. It is often served as a regularized term with the likelihood function. | This is a [[Category::method]] introduced in [[RelatedPaper::G.S Mann and A. McCallum, ICML 2007]]. It is often served as a regularized term with the likelihood function. | ||
| + | In practice human often have an insight of label prior distribution. | ||
| + | This method introduced a way to take advantage of this prior knowledge. | ||
| + | |||
| + | Let's denote human-provided prior <math> \tilde{p} </math>. | ||
Revision as of 17:38, 30 November 2010
This is a method introduced in G.S Mann and A. McCallum, ICML 2007. It is often served as a regularized term with the likelihood function. In practice human often have an insight of label prior distribution. This method introduced a way to take advantage of this prior knowledge.
Let's denote human-provided prior .
