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https://issues.apache.org/jira/browse/MAHOUT-103?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=12776951#action_12776951
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Sean Owen commented on MAHOUT-103:
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That last point is interesting. Another school of thought is that rating 
something, even negatively, suggests you have a closer association to that 
thing than to the millions of other things you've never heard of.

Let's say you rate Bach a 5 and Brahms a 4 and Mendelssohn a 1.5. Would you 
rather recommend a Mendelssohn recording to this person, or death metal?

This is my understanding of the intuition I've gotten from Ted, and seems to 
bear out somewhat in practice, that ratings have a lot less info than one would 
think.

Well it's obviously something one can evaluate within the framework with the 
evaluator code to decide for sure.

> Co-occurence based nearest neighbourhood
> ----------------------------------------
>
>                 Key: MAHOUT-103
>                 URL: https://issues.apache.org/jira/browse/MAHOUT-103
>             Project: Mahout
>          Issue Type: New Feature
>          Components: Collaborative Filtering
>            Reporter: Ankur
>            Assignee: Ankur
>         Attachments: jira-103.patch
>
>
> Nearest neighborhood type queries for users/items can be answered efficiently 
> and effectively by analyzing the co-occurrence model of a user/item w.r.t 
> another. This patch aims at providing an implementation for answering such 
> queries based upon simple co-occurrence counts.

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