User Heterogeneity and Individualized Recommender

来源 :中国物理快报(英文版) | 被引量 : 0次 | 上传用户:lenchoguo
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Previous works on personalized recommendation mostly emphasize modeling peoples’ diversity in potential favorites into a uniform recommender.However,these recommenders always ignore the heterogeneity of users at an individual level.In this study,we propose an individualized recommender that can satisfy every user with a customized parameter.Experimental results on four benchmark datasets demonstrate that the individualized recommender can significantly improve the accuracy of recommendation.The work highlights the importance of the user heterogeneity in recommender design.
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