Difference between revisions of "SLIM"

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== Literature ==
 
== Literature ==
[SLIM: Sparse Linear Methods for Top-N Recommender Systems, Xia Ning and George Karypis, ICDM , 2011][http://dl.acm.org/ft_gateway.cfm?id=2365983&ftid=1284755&dwn=1&CFID=291662235&CFTOKEN=92204067]
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SLIM: Sparse Linear Methods for Top-N Recommender Systems, Xia Ning and George Karypis, ICDM , 2011[http://dl.acm.org/ft_gateway.cfm?id=2365983&ftid=1284755&dwn=1&CFID=291662235&CFTOKEN=92204067]
  
 
== External links ==
 
== External links ==
* [SLIM][http://www-users.cs.umn.edu/~xning/slim/html/]
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* SLIM software[http://www-users.cs.umn.edu/~xning/slim/html/]
  
  
 
[[Category:Software]]
 
[[Category:Software]]

Revision as of 17:03, 3 April 2013

SLIM is a library that implements a set of top-N recommendation methods based on sparse linear models. These models are a generalization to the traditional item-based nearest neighbor collaborative filtering approaches implemented in [SUGGEST][1], and use the historical information to learn a sparse similarity matrix by combining an L2 and L1 regularization approach.

The SLIM library can be downloaded from here[2].


Literature

SLIM: Sparse Linear Methods for Top-N Recommender Systems, Xia Ning and George Karypis, ICDM , 2011[3]

External links

  • SLIM software[4]