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Posted to issues@hivemall.apache.org by "Makoto Yui (JIRA)" <ji...@apache.org> on 2017/07/26 09:13:00 UTC

[jira] [Commented] (HIVEMALL-17) Support SLIM for Top-K Recommendation of Implicit Feedback Dataset

    [ https://issues.apache.org/jira/browse/HIVEMALL-17?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16101403#comment-16101403 ] 

Makoto Yui commented on HIVEMALL-17:
------------------------------------

SGD version of SLIM for better scalability. Worth reading.

https://www.slideshare.net/MarkLevy/efficient-slides/11
https://github.com/Mendeley/mrec/blob/master/mrec/item_similarity/slim.py
https://github.com/mquad/recsys-course-2016-pub/blob/master/RecPy/recpy/recommenders/slim.py

> Support SLIM for Top-K Recommendation of Implicit Feedback Dataset
> ------------------------------------------------------------------
>
>                 Key: HIVEMALL-17
>                 URL: https://issues.apache.org/jira/browse/HIVEMALL-17
>             Project: Hivemall
>          Issue Type: Sub-task
>            Reporter: Makoto Yui
>            Priority: Minor
>
> Xia Ning and George Karypis, "Sparse Linear Methods with Side Information for Top-N Recommendations",  Proc. RecSys, 2012.
> http://glaros.dtc.umn.edu/gkhome/node/774
> http://dl.acm.org/citation.cfm?id=2188137
> https://github.com/guoguibing/librec/blob/master/librec/src/main/java/librec/ranking/SLIM.java
> https://github.com/zenogantner/MyMediaLite/blob/master/src/MyMediaLite/ItemRecommendation/BPRSLIM.cs
> https://github.com/takuti-sandbox/tmp/blob/master/python/slim/slim.py



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