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https://issues.apache.org/jira/browse/MAHOUT-1144?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Sean Owen updated MAHOUT-1144:
------------------------------
Labels: svd svd++ (was: )
Affects Version/s: (was: 0.8)
0.7
> Wrong normalization in SVD++
> ----------------------------
>
> Key: MAHOUT-1144
> URL: https://issues.apache.org/jira/browse/MAHOUT-1144
> Project: Mahout
> Issue Type: Bug
> Components: Collaborative Filtering
> Affects Versions: 0.7
> Reporter: Sebastian Schelter
> Assignee: Sean Owen
> Labels: svd, svd++
> Fix For: 0.8
>
>
> Reported by Agnonchik:
> Seems that I have found a discrepancy of this implementation from the
> original Yehuda Koren's SVD++ algorithm.
> line 140:
> double denominator = Math.sqrt(itemsByUser.size());
> should be
> double denominator = Math.sqrt(itemsByUser.get(u).size());
> line 164:
> double denominator = Math.sqrt(itemsByUser.size());
> should be
> double denominator = Math.sqrt(itemsByUser.get(u).size());
> The sum of y parameters should be normalized by square root of number of
> items for which user u provided implicit feedback. Am I right?
> Currently, it is normalized by square root of number of users not items.
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