Cumulated gain-based evaluation of IR techniques
ACM Transactions on Information Systems (TOIS)
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Trust Region Newton Method for Logistic Regression
The Journal of Machine Learning Research
Trend detection in folksonomies
SAMT'06 Proceedings of the First international conference on Semantic and Digital Media Technologies
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This work proposes an approach to tag recommendation based on a logistic regression based system The goal of the method is to support users of current social network systems by providing a rank of new meaningful tags for a resource This system provides a ranked tag set and it feeds on different posts depending on the resource for which the user requests the recommendation The performance of this approach is tested according to several evaluation measures, one of them proposed in this paper ($F_1^+$) The experiments show that this learning system outperforms certain benchmark recommenders.