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From "Michael Yannakopoulos (JIRA)" <j...@apache.org>
Subject [jira] [Commented] (SPARK-3147) Implement A/B testing
Date Thu, 30 Oct 2014 11:52:35 GMT

    [ https://issues.apache.org/jira/browse/SPARK-3147?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14189961#comment-14189961
] 

Michael Yannakopoulos commented on SPARK-3147:
----------------------------------------------

Hi Xiangrui,

No, I am not working on this...

Michael

On Tue, Oct 28, 2014 at 12:58 AM, Xiangrui Meng (JIRA) <jira@apache.org>



> Implement A/B testing
> ---------------------
>
>                 Key: SPARK-3147
>                 URL: https://issues.apache.org/jira/browse/SPARK-3147
>             Project: Spark
>          Issue Type: New Feature
>          Components: MLlib, Streaming
>            Reporter: Xiangrui Meng
>
> A/B testing is widely used to compare online models. We can implement A/B testing in
MLlib and integrate it with Spark Streaming. For example, we have a PairDStream[String, Double],
whose keys are model ids and values are observations (click or not, or revenue associated
with the event). With A/B testing, we can tell whether one model is significantly better than
another at a certain time. There are some caveats. For example, we should avoid multiple testing
and support A/A testing as a sanity check.  



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