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variable as an output in turn.
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In this example we compare some estimators for the purpose of missing feature
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- imputation with :class:`sklearn.imputeIterativeImputer`::
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+ imputation with :class:`sklearn.imputeIterativeImputer`:
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- :class:`~sklearn.linear_model.BayesianRidge`: regularized linear regression
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- :class:`~sklearn.tree.DecisionTreeRegressor`: non-linear regression
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- :class:`~sklearn.ensemble.ExtraTreesRegressor`: similar to missForest in R
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- :class:`~sklearn.neighbors.KNeighborsRegressor`: comparable to other KNN
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- imputation approaches
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+ * :class:`~sklearn.linear_model.BayesianRidge`: regularized linear regression
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+ * :class:`~sklearn.tree.DecisionTreeRegressor`: non-linear regression
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+ * :class:`~sklearn.ensemble.ExtraTreesRegressor`: similar to missForest in R
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+ * :class:`~sklearn.neighbors.KNeighborsRegressor`: comparable to other KNN
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+ imputation approaches
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Of particular interest is the ability of
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:class:`sklearn.impute.IterativeImputer` to mimic the behavior of missForest, a
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