How Important is Periodic Model update in Recommender System?

Author:

Lee Hyunsung1ORCID,Yoo Sungwook1ORCID,Lee Dongjun2ORCID,Kim Jaekwang2ORCID

Affiliation:

1. Kakao Corporation, Seongnam, Republic of Korea

2. Sungkyunkwan University, Suwon, Republic of Korea

Publisher

ACM

Reference28 articles.

1. Chijun Sima , Yao Fu , Man-Kit Sit , Liyi Guo , Xuri Gong , Feng Lin , Junyu Wu , Yongsheng Li , Haidong Rong , Pierre-Louis Aublin , : A {Large-Scale} deep learning recommender system with {Low-Latency} model update . In 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22) , pages 821 -- 839 , 2022 . Chijun Sima, Yao Fu, Man-Kit Sit, Liyi Guo, Xuri Gong, Feng Lin, Junyu Wu, Yongsheng Li, Haidong Rong, Pierre-Louis Aublin, et al. Ekko: A {Large-Scale} deep learning recommender system with {Low-Latency} model update. In 16th USENIX Symposium on Operating Systems Design and Implementation (OSDI 22), pages 821--839, 2022.

2. Transformers4Rec: Bridging the Gap between NLP and Sequential / Session-Based Recommendation

3. Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman Jongsoo Park Xiaodong Wang Udit Gupta Carole-Jean Wu Alisson G Azzolini et al. Deep learning recommendation model for personalization and recommendation systems. arXiv preprint arXiv:1906.00091 2019. Maxim Naumov Dheevatsa Mudigere Hao-Jun Michael Shi Jianyu Huang Narayanan Sundaraman Jongsoo Park Xiaodong Wang Udit Gupta Carole-Jean Wu Alisson G Azzolini et al. Deep learning recommendation model for personalization and recommendation systems. arXiv preprint arXiv:1906.00091 2019.

4. Learning under concept drift: A review;Lu Jie;IEEE Transactions on Knowledge and Data Engineering,2018

5. Concept drift detection via competence models

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