Difference between revisions of "Discriminative vs. Generative"

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m (BPeat moved page Generative vs. Discriminative to Discriminative vs. Generative without leaving a redirect)
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[http://www.youtube.com/results?search_query=Generative+Discriminative+Modeling YouTube search...]
 
[http://www.youtube.com/results?search_query=Generative+Discriminative+Modeling YouTube search...]
 
[http://www.google.com/search?q=Generative+Discriminative+Modeling ...Google search]
 
[http://www.google.com/search?q=Generative+Discriminative+Modeling ...Google search]
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Model Contrasts...
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* Discriminative
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** learn the (hard or soft) boundary between classes
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** better performance with lots of example data
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** not designed to use unlabeled data
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* [[Generative]]
 
* [[Generative]]
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** model the distribution of individual classes
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** decision boundry: where one model
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** natural use of unlabeled data
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<youtube>XtYMRq7f7KA</youtube>
 
<youtube>XtYMRq7f7KA</youtube>

Revision as of 20:14, 5 January 2019

YouTube search... ...Google search


Model Contrasts...

  • Discriminative
    • learn the (hard or soft) boundary between classes
    • better performance with lots of example data
    • not designed to use unlabeled data


  • Generative
    • model the distribution of individual classes
    • decision boundry: where one model
    • natural use of unlabeled data