Graph Exploration Matters: Improving both Individual-Level and System-Level Diversity in WeChat Feed Recommendation

Author:

Yang Shuai1ORCID,Zhang Lixin1ORCID,Xia Feng2ORCID,Lin Leyu2ORCID

Affiliation:

1. Tencent Inc., Shenzhen, China

2. Tencent Inc., Beijing, China

Publisher

ACM

Reference40 articles.

1. Azin Ashkan , Branislav Kveton , Shlomo Berkovsky , and Zheng Wen . 2015 . Optimal Greedy Diversity for Recommendation . In Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015 , Buenos Aires, Argentina, July 25--31 , 2015, Qiang Yang and Michael J. Wooldridge (Eds.). AAAI Press, 1742--1748. http://ijcai.org/Abstract/15/248 Azin Ashkan, Branislav Kveton, Shlomo Berkovsky, and Zheng Wen. 2015. Optimal Greedy Diversity for Recommendation. In Proceedings of the Twenty-Fourth International Joint Conference on Artificial Intelligence, IJCAI 2015, Buenos Aires, Argentina, July 25--31, 2015, Qiang Yang and Michael J. Wooldridge (Eds.). AAAI Press, 1742--1748. http://ijcai.org/Abstract/15/248

2. Ian Baracskay , Donald J. Baracskay III, Mehtab Iqbal , and Bart Piet Knijnenburg . 2022 . The Diversity of Music Recommender Systems. In IUI 2022: 27th International Conference on Intelligent User Interfaces , Helsinki, Finland, March 22 - 25 , 2022 - Companion Volume, Giulio Jacucci, Samuel Kaski, Cristina Conati, Simone Stumpf, Tuukka Ruotsalo, and Krzysztof Gajos (Eds.). ACM, 97--100. https://doi.org/10.1145/3490100.3516474 10.1145/3490100.3516474 Ian Baracskay, Donald J. Baracskay III, Mehtab Iqbal, and Bart Piet Knijnenburg. 2022. The Diversity of Music Recommender Systems. In IUI 2022: 27th International Conference on Intelligent User Interfaces, Helsinki, Finland, March 22 - 25, 2022 - Companion Volume, Giulio Jacucci, Samuel Kaski, Cristina Conati, Simone Stumpf, Tuukka Ruotsalo, and Krzysztof Gajos (Eds.). ACM, 97--100. https://doi.org/10.1145/3490100.3516474

3. Jaime G. Carbonell and Jade Goldstein . 1998 . The Use of MMR, Diversity- Based Reranking for Reordering Documents and Producing Summaries. In SIGIR '98: Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, August 24--28 1998, Melbourne, Australia, W. Bruce Croft, Alistair Moffat, C. J. van Rijsbergen, Ross Wilkinson, and Justin Zobel (Eds.). ACM , 335--336. https://doi.org/10.1145/290941.291025 10.1145/290941.291025 Jaime G. Carbonell and Jade Goldstein. 1998. The Use of MMR, Diversity-Based Reranking for Reordering Documents and Producing Summaries. In SIGIR '98: Proceedings of the 21st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, August 24--28 1998, Melbourne, Australia, W. Bruce Croft, Alistair Moffat, C. J. van Rijsbergen, Ross Wilkinson, and Justin Zobel (Eds.). ACM, 335--336. https://doi.org/10.1145/290941.291025

4. How personality influences users' needs for recommendation diversity?

5. Li Chen , Wen Wu , and Liang He. 2017. Personality and Recommendation Diversity . In Emotions and Personality in Personalized Services - Models, Evaluation and Applications, Marko Tkalcic, Berardina De Carolis, Marco de Gemmis , Ante Odic, and Andrej Kosir (Eds.). Springer , 201--225. https://doi.org/10.1007/978--3--319--31413--6_11 10.1007/978--3--319--31413--6_11 Li Chen, Wen Wu, and Liang He. 2017. Personality and Recommendation Diversity. In Emotions and Personality in Personalized Services - Models, Evaluation and Applications, Marko Tkalcic, Berardina De Carolis, Marco de Gemmis, Ante Odic, and Andrej Kosir (Eds.). Springer, 201--225. https://doi.org/10.1007/978--3--319--31413--6_11

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