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https://issues.apache.org/jira/browse/SPARK-11439?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14985890#comment-14985890
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Nakul Jindal commented on SPARK-11439:
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I will work on this.

> Optiomization of creating sparse feature without dense one
> ----------------------------------------------------------
>
>                 Key: SPARK-11439
>                 URL: https://issues.apache.org/jira/browse/SPARK-11439
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Kai Sasaki
>            Priority: Minor
>
> Currently, sparse feature generated in {{LinearDataGenerator}} needs to 
> create dense vectors once. It is cost efficient to prevent from generating 
> dense feature when creating sparse features.



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