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https://issues.apache.org/jira/browse/MAHOUT-1004?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=13265749#comment-13265749
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Sean Owen commented on MAHOUT-1004:
-----------------------------------

It sounds like a fine idea. The ideal thing would be some fancy, refactored 
approach that didn't duplicate much of anything. The next-best approach would 
be a cleanly parallel implementation. Next-best would be a different approach.

I imagine the first is not realistic, and I imagine the last is probably not a 
great thing for the project. Kris is it mostly a parallel implementation? or 
could you also push back any of your improvements to the .item implementation? 
With that and avoiding any easily-avoided duplication I bet this would be fine.
                
> Distributed User-based Collaborative Filtering
> ----------------------------------------------
>
>                 Key: MAHOUT-1004
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-1004
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Collaborative Filtering
>            Reporter: Kris Jack
>            Assignee: Sean Owen
>            Priority: Minor
>              Labels: Recommender, User-based
>   Original Estimate: 336h
>  Remaining Estimate: 336h
>
> I'd like to contribute code that implements a distributed user-based 
> collaborative filtering algorithm.
> In brief, so far I've taken the code for the existing 
> org.apache.mahout.cf.taste.hadoop.item.RecommenderJob and created a new 
> org.apache.mahout.cf.taste.hadoop.user.RecommenderJob.  With help from Sean 
> Owen, I followed a similar approach to the item-based implementation, but 
> multiplied a user-user matrix with a user-item vector rather than an 
> item-item matrix with an item-user vector.  The result of the multiplication 
> then needs to be transposed in order to output recommendations by user id.

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