discriminative model
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Discriminative model
Discriminative models are a class of models used in
machine learning
for modeling the dependence of an unobserved variable on an observed variable . Within a statistical framework, this is done by modeling the
conditional probability distribution
, which can be used for predicting from . Discriminative models differ from
generative models
in that they do not allow one to generate samples from the
joint distribution
of and .Examples of discriminative models used in machine learning include:
Linear discriminant analysis
Support vector machines
Boosting
Conditional random fields
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