Google News Personalization scalable online collaborative filtering

2022/01/17


Problems

  1. Scalability
  2. Item Churn

Baseline

Decayed popularity

Result

Increase in CTR by 38% compared between the proposed method and baseline popularity.


Reference

A. S. Das, M. Datar, A. Garg, and S. Rajaram, “Google news personalization: scalable online collaborative filtering,” in Proceedings of the 16th international conference on World Wide Web  - WWW ’07, Banff, Alberta, Canada, 2007, p. 271. doi: 10.1145/1242572.1242610.

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