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https://issues.apache.org/jira/browse/SPARK-9883?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14694139#comment-14694139
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Joseph K. Bradley commented on SPARK-9883:
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This seems like a nice thing to provide within the Pipelines API, where the 
distances could be another output column

> Distance to each cluster given a point
> --------------------------------------
>
>                 Key: SPARK-9883
>                 URL: https://issues.apache.org/jira/browse/SPARK-9883
>             Project: Spark
>          Issue Type: Improvement
>          Components: MLlib
>            Reporter: Bertrand Dechoux
>            Priority: Minor
>
> Right now KMeansModel provides only a 'predict 'method which returns the 
> index of the closest cluster.
> https://spark.apache.org/docs/latest/api/java/org/apache/spark/mllib/clustering/KMeansModel.html#predict(org.apache.spark.mllib.linalg.Vector)
> It would be nice to have a method giving the distance to all clusters.



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