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Peng Wu
Peng Wu
Technology and Business University
Verificeret mail på btbu.edu.cn
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On the opportunity of causal learning in recommendation systems: Foundation, estimation, prediction and challenges
P Wu, H Li, Y Deng, W Hu, Q Dai, Z Dong, J Sun, R Zhang, XH Zhou
International Joint Conference on Artificial Intelligence (2022), 2022
712022
StableDR: Stabilized Doubly Robust Learning for Recommendation on Data Missing Not at Random
H Li, C Zheng, P Wu
The Eleventh International Conference on Learning Representations, 2023
622023
A generalized doubly robust learning framework for debiasing post-click conversion rate prediction
Q Dai, H Li, P Wu, Z Dong, XH Zhou, R Zhang, R Zhang, J Sun
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022
522022
Propensity Matters: Measuring and Enhancing Balancing for Recommendation
H Li, Y Xiao, C Zheng, P Wu, P Cui
Proceedings of the 40-th International Conference on Machine Learning, 2023
452023
Addressing unmeasured confounder for recommendation with sensitivity analysis
S Ding, P Wu, F Feng, Y Wang, X He, Y Liao, Y Zhang
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022
452022
Balancing unobserved confounding with a few unbiased ratings in debiased recommendations
H Li, Y Xiao, C Zheng, P Wu
Proceedings of the ACM Web Conference 2023, 1305-1313, 2023
442023
TDR-CL: Targeted Doubly Robust Collaborative Learning for Debiased Recommendations
H Li, Y Lyu, C Zheng, P Wu
The Eleventh International Conference on Learning Representations, 2023
442023
Multiple robust learning for recommendation
H Li, Q Dai, Y Li, Y Lyu, Z Dong, XH Zhou, P Wu
Proceedings of the AAAI conference on artificial intelligence 37 (4), 4417-4425, 2023
382023
Causal recommendation: Progresses and future directions
W Wang, Y Zhang, H Li, P Wu, F Feng, X He
Proceedings of the 46th International ACM SIGIR Conference on Research and …, 2023
312023
Removing hidden confounding in recommendation: a unified multi-task learning approach
H Li, K Wu, C Zheng, Y Xiao, H Wang, Z Geng, F Feng, X He, P Wu
Advances in Neural Information Processing Systems 36, 54614-54626, 2023
292023
Trustworthy Policy Learning under the Counterfactual No-Harm Criterion
H Li, C Zheng, Y Cao, Z Geng, Y Liu, P Wu
Proceedings of the 40-th International Conference on Machine Learning, 2023
252023
Debiased collaborative filtering with kernel-based causal balancing
H Li, C Zheng, Y Xiao, P Wu, Z Geng, X Chen, P Cui
arXiv preprint arXiv:2404.19596, 2024
182024
Identification and estimation of treatment effects on long-term outcomes in clinical trials with external observational data
W Hu, X Zhou, P Wu
Statistica Sinica, 2023
152023
Who should be given incentives? counterfactual optimal treatment regimes learning for recommendation
H Li, C Zheng, P Wu, K Kuang, Y Liu, P Cui
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and …, 2023
132023
Propensity score regression for causal inference with treatment heterogeneity
P Wu, SS Han, X Tong, R Li
Statistica Sinica, 2022
132022
Model-assisted inference for covariate-specific treatment effects with high-dimensional data
P Wu, Z Tan, W Hu, XH Zhou
Statistica Sinica, 2022
122022
Uncovering the propensity identification problem in debiased recommendations
H Zhang, S Wang, H Li, C Zheng, X Chen, L Liu, S Luo, P Wu
2024 IEEE 40th International Conference on Data Engineering (ICDE), 653-666, 2024
112024
Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference
H Li, C Zheng, S Ding, P Wu, Z Geng, F Feng, X He
The Twelfth International Conference on Learning Representations, 2024
112024
Relaxing the Accurate Imputation Assumption in Doubly Robust Learning for Debiased Collaborative Filtering
H Li, C Zheng, S Wang, K Wu, E Wang, P Wu, Z Geng, X Chen, XH Zhou
Forty-first International Conference on Machine Learning, 2024
102024
Semiparametric estimation for average causal effects using propensity score-based spline
P Wu, X Xu, X Tong, Q Jiang, B Lu
Journal of Statistical Planning and Inference 212, 153-168, 2021
82021
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Artikler 1–20