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Posted to issues@flink.apache.org by "ASF GitHub Bot (Jira)" <ji...@apache.org> on 2023/03/09 12:27:00 UTC

[jira] [Updated] (FLINK-31029) KBinsDiscretizer gives wrong bin edges in 'quantile' strategy when input data contains only 2 distinct values

     [ https://issues.apache.org/jira/browse/FLINK-31029?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel ]

ASF GitHub Bot updated FLINK-31029:
-----------------------------------
    Labels: pull-request-available  (was: )

> KBinsDiscretizer gives wrong bin edges in 'quantile' strategy when input data contains only 2 distinct values
> -------------------------------------------------------------------------------------------------------------
>
>                 Key: FLINK-31029
>                 URL: https://issues.apache.org/jira/browse/FLINK-31029
>             Project: Flink
>          Issue Type: Bug
>          Components: Library / Machine Learning
>            Reporter: Fan Hong
>            Priority: Major
>              Labels: pull-request-available
>
> When one input column contains only 2 distinct values and their counts are same, KBinsDiscretizer transforms this column to all 0s using `quantile` strategy. An example of such column is `[0, 0, 0, 1, 1, 1]`.
> When the 2 distinct values have different counts, the transformed values are also all 0s, which cannot distinguish them.



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