A Monte Carlo algorithm for cold start recommendation

@inproceedings{Rong2014AMC,
  title={A Monte Carlo algorithm for cold start recommendation},
  author={Yu Rong and Xiao Wen and Hong Cheng},
  booktitle={WWW},
  year={2014}
}
Recommendation systems have been widely used in E-commerce sites, social networks, etc. One of the core tasks in recommendation systems is to predict the users' ratings on items. Although many models and algorithms have been proposed, how to make accurate prediction for new users with extremely few rating records still remains a big challenge, which is called the cold start problem. Many existing methods utilize additional information, such as social graphs, to cope with the cold start problem… CONTINUE READING

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