Sampling Is All You Need on Modeling Long-Term User Behaviors for CTR Prediction

Author:

Cao Yue1,Zhou Xiaojiang1,Feng Jiaqi1,Huang Peihao1,Xiao Yao1,Chen Dayao1,Chen Sheng1

Affiliation:

1. Meituan Inc., Beijing, China

Publisher

ACM

Reference20 articles.

1. Alexandr Andoni , Piotr Indyk , Thijs Laarhoven , Ilya P. Razenshteyn , and Ludwig Schmidt . 2015 . Practical and Optimal LSH for Angular Distance. In Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015 , December 7 --12 , 2015, Montreal, Quebec, Canada. 1225--1233. https://proceedings.neurips.cc/paper/2015/hash/2823f4797102ce1a1aec05359cc16dd9-Abstract.html Alexandr Andoni, Piotr Indyk, Thijs Laarhoven, Ilya P. Razenshteyn, and Ludwig Schmidt. 2015. Practical and Optimal LSH for Angular Distance. In Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, December 7--12, 2015, Montreal, Quebec, Canada. 1225--1233. https://proceedings.neurips.cc/paper/2015/hash/2823f4797102ce1a1aec05359cc16dd9-Abstract.html

2. Similarity estimation techniques from rounding algorithms

3. Qiwei Chen , Changhua Pei , Shanshan Lv , Chao Li , Junfeng Ge , and Wenwu Ou. 2021. End-to-End User Behavior Retrieval in Click-Through RatePrediction Model. CoRR abs/2108.04468 ( 2021 ). arXiv:2108.04468 https://arxiv.org/abs/2108.04468 Qiwei Chen, Changhua Pei, Shanshan Lv, Chao Li, Junfeng Ge, and Wenwu Ou. 2021. End-to-End User Behavior Retrieval in Click-Through RatePrediction Model. CoRR abs/2108.04468 (2021). arXiv:2108.04468 https://arxiv.org/abs/2108.04468

4. Yufei Feng , Fuyu Lv , Weichen Shen , Menghan Wang , Fei Sun , Yu Zhu , and Keping Yang . 2019 . Deep Session Interest Network for Click-Through Rate Prediction. In IJCAI 2019 , Macao, China, August 10--16 , 2019. ijcai.org, 2301--2307. https://doi.org/10.24963/ijcai.2019/319 10.24963/ijcai.2019 Yufei Feng, Fuyu Lv, Weichen Shen, Menghan Wang, Fei Sun, Yu Zhu, and Keping Yang. 2019. Deep Session Interest Network for Click-Through Rate Prediction. In IJCAI 2019, Macao, China, August 10--16, 2019. ijcai.org, 2301--2307. https://doi.org/10.24963/ijcai.2019/319

5. Wang-Cheng Kang and Julian J . McAuley. 2018 . Self-Attentive Sequential Recommendation. In IEEE International Conference on Data Mining, ICDM 2018 , Singapore, November 17--20 , 2018 . IEEE Computer Society, 197--206. https://doi.org/10.1109/ICDM.2018.00035 10.1109/ICDM.2018.00035 Wang-Cheng Kang and Julian J. McAuley. 2018. Self-Attentive Sequential Recommendation. In IEEE International Conference on Data Mining, ICDM 2018, Singapore, November 17--20, 2018. IEEE Computer Society, 197--206. https://doi.org/10.1109/ICDM.2018.00035

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