PROPN: Personalized Probabilistic Strategic Parameter Optimization in Recommendations

Author:

He Pengfei1,Liu Haochen1,Zhao Xiangyu2,Liu Hui1,Tang Jiliang1

Affiliation:

1. Michigan State University, East Lansing, MI, USA

2. City University of Hong Kong, Hong Kong, Hong Kong

Funder

the Army Research Office

the SIRG - CityU Strate- gic Interdisciplinary Research Grant

the National Science Foundation

Amazon Faculty Award

Cisco Systems Inc

APRC - CityU New Re- search Initiatives

the HKIDS Early Career Research Grant

JohnsonJohnson

the Home Depot

Snap

the CCF-Tencent Open Fund

Publisher

ACM

Reference32 articles.

1. Yasin Abbasi-Yadkori , Dávid Pál , and Csaba Szepesvári . 2011. Improved algorithms for linear stochastic bandits. Advances in neural information processing systems 24 ( 2011 ). Yasin Abbasi-Yadkori, Dávid Pál, and Csaba Szepesvári. 2011. Improved algorithms for linear stochastic bandits. Advances in neural information processing systems 24 (2011).

2. Deep Neural Networks for YouTube Recommendations

3. A novel multi-objective evolutionary algorithm for recommendation systems

4. Weicong Ding , Hanlin Tang , Jingshuo Feng , Lei Yuan , Sen Yang , Guangxu Yang , Jie Zheng , JingWang, Qiang Su , Dong Zheng , Xuezhong Qiu , Yongqi Liu , Yuxuan Chen , Yang Liu , Chao Song , Dongying Kong , Kai Ren , Peng Jiang , Qiao Lian , and Ji Liu . 2021 . PASTO: Strategic Parameter Optimization in Recommendation Systems - Probabilistic is Better than Deterministic. CoRR abs/2108.09076 (2021). arXiv:2108.09076 https://arxiv.org/abs/2108.09076 Weicong Ding, Hanlin Tang, Jingshuo Feng, Lei Yuan, Sen Yang, Guangxu Yang, Jie Zheng, JingWang, Qiang Su, Dong Zheng, Xuezhong Qiu, Yongqi Liu, Yuxuan Chen, Yang Liu, Chao Song, Dongying Kong, Kai Ren, Peng Jiang, Qiao Lian, and Ji Liu. 2021. PASTO: Strategic Parameter Optimization in Recommendation Systems - Probabilistic is Better than Deterministic. CoRR abs/2108.09076 (2021). arXiv:2108.09076 https://arxiv.org/abs/2108.09076

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