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https://issues.apache.org/jira/browse/SPARK-18088?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15609141#comment-15609141
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Joseph K. Bradley commented on SPARK-18088:
-------------------------------------------

I'd actually propose:
* Rename kbest -> numTopFeatures
* Rename alpha -> fpr
* Have the selectorType string exactly match the corresponding Param name.  
That will help clarify the API.

I don't think "k" is better than "numTopFeatures."  Matching sklearn is a good 
goal, but "k" is such a generic name that I'd prefer we just stick with 
"numTopFeatures" in this case.

I'll send a PR to give a sense of what I intended.

> ChiSqSelector FPR PR cleanups
> -----------------------------
>
>                 Key: SPARK-18088
>                 URL: https://issues.apache.org/jira/browse/SPARK-18088
>             Project: Spark
>          Issue Type: Improvement
>          Components: ML
>            Reporter: Joseph K. Bradley
>            Assignee: Joseph K. Bradley
>            Priority: Minor
>
> There are several cleanups I'd like to make as a follow-up to the PRs from 
> [SPARK-17017]:
> * Rename selectorType values to match corresponding Params
> * Add Since tags where missing
> * a few minor cleanups



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