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add density estimator to glossary
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instylefreedom committed Apr 15, 2019
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Expand Up @@ -810,7 +810,16 @@ Class APIs and Estimator Types
* :term:`predict` if :term:`inductive`

density estimator
TODO
A :term:'unsupervised' :term:'estimator' estimating density of dataset inputs without
labeled response
Most commonly used techniques are `Histogram <https://scikit-learn.org/stable/modules/density.html>`_,
`Gaussian Mixtures <https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html#sklearn.mixture.GaussianMixture>`_,
and `kernel density estimate <https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KernelDensity.html#sklearn.neighbors.KernelDensity>`_
* Histogram- visually represent density of specific bins
* Gaussian Mixtures are discussed in `Clustering <https://scikit-learn.org/stable/modules/clustering.html#clustering>`_
* Kernel density estimate have multiple forms to represent density
based on bandwidth
It can also perform on multi-dimension graph

estimator
estimators
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