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https://issues.apache.org/jira/browse/MAHOUT-1089?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13695752#comment-13695752
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Sebastian Schelter commented on MAHOUT-1089:
--------------------------------------------

Peng, please open a new ticket for your question, or write to the mailing list. 
Thanks.
                
> SGD matrix factorization for rating prediction with user and item biases
> ------------------------------------------------------------------------
>
>                 Key: MAHOUT-1089
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-1089
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Collaborative Filtering
>            Reporter: Zeno Gantner
>            Assignee: Sebastian Schelter
>         Attachments: MAHOUT-1089.patch, RatingSGDFactorizer.java, 
> RatingSGDFactorizer.java
>
>
> A matrix factorization that is trained with standard SGD on all features at 
> the same time, in contrast to ExpectationMaximizationFactorizer, which learns 
> feature by feature.
> Additionally to the free features it models a rating bias for each user and 
> item.

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