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https://issues.apache.org/jira/browse/SPARK-10785?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15184711#comment-15184711
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Nick Pentreath commented on SPARK-10785:
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Pending SPARK-13600, this would no longer be necessary, since we would be using 
the DataFrame {{approxQuantile}} function.

> Scale QuantileDiscretizer using distributed binning
> ---------------------------------------------------
>
>                 Key: SPARK-10785
>                 URL: https://issues.apache.org/jira/browse/SPARK-10785
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Joseph K. Bradley
>
> [SPARK-10064] improves binning in decision trees by distributing the 
> computation.  QuantileDiscretizer should do the same.



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