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Posted to issues@spark.apache.org by "Sean Owen (JIRA)" <ji...@apache.org> on 2016/03/03 05:55:18 UTC

[jira] [Updated] (SPARK-13600) Incorrect number of buckets in QuantileDiscretizer

     [ https://issues.apache.org/jira/browse/SPARK-13600?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

Sean Owen updated SPARK-13600:
------------------------------
    Assignee: Oliver Pierson

> Incorrect number of buckets in QuantileDiscretizer
> --------------------------------------------------
>
>                 Key: SPARK-13600
>                 URL: https://issues.apache.org/jira/browse/SPARK-13600
>             Project: Spark
>          Issue Type: Bug
>          Components: MLlib
>    Affects Versions: 1.6.0, 2.0.0
>            Reporter: Oliver Pierson
>            Assignee: Oliver Pierson
>
> Under certain circumstances, QuantileDiscretizer fails to calculate the correct splits resulting in an incorrect number of buckets/bins.
> E.g.
> val df = sc.parallelize(1.0 to 10.0 by 1.0).map(Tuple1.apply).toDF("x")
> val discretizer = new QuantileDiscretizer().setInputCol("x").setOutputCol("y").setNumBuckets(5)
> discretizer.fit(df).getSplits
> gives:
> Array(-Infinity, 2.0, 4.0, 6.0, 8.0, 10.0, Infinity)
> which corresponds to 6 buckets (not 5).
> The problem appears to be in the QuantileDiscretizer.findSplitsCandidates method.



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