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https://issues.apache.org/jira/browse/MAHOUT-835?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13123741#comment-13123741
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Deneche A. Hakim commented on MAHOUT-835:
-----------------------------------------

In the first commit I added extra checks in the Partial Implementation to avoid 
launching unnecessary jobs if the OOB is not required
                
> Don't compute out of bag error for Decision Forests
> ---------------------------------------------------
>
>                 Key: MAHOUT-835
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-835
>             Project: Mahout
>          Issue Type: Improvement
>          Components: Classification
>    Affects Versions: 0.6
>            Reporter: Deneche A. Hakim
>            Assignee: Deneche A. Hakim
>             Fix For: 0.6
>
>
> The current implementation of Decision Forests makes a lot of assumption 
> about how Hadoop works when computing the out-of-bag error. Removing these 
> calculations not only makes the code run faster, it's also less buggier and 
> won't break easily when a new version of Hadoop is used.

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