Estimating Long-term Effects from Experimental Data

Author:

Tang Ziyang1,Duan Yiheng1,Zhu Steven2,Zhang Stephanie3,Li Lihong1

Affiliation:

1. Amazon, United States

2. Gopuff, United States

3. Amazon LLC, United States

Publisher

ACM

Reference7 articles.

1. Bo Dai , Ofir Nachum , Yinlam Chow , Lihong Li , Csaba Szepesvári , and Dale Schuurmans . 2020 . CoinDICE: Off-Policy Confidence Interval Estimation. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020 , NeurIPS 2020, December 6-12, 2020, virtual. Bo Dai, Ofir Nachum, Yinlam Chow, Lihong Li, Csaba Szepesvári, and Dale Schuurmans. 2020. CoinDICE: Off-Policy Confidence Interval Estimation. In Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, NeurIPS 2020, December 6-12, 2020, virtual.

2. Botao Hao , Xiang Ji , Yaqi Duan , Hao Lu , Csaba Szepesvári , and Mengdi Wang . 2021 . Bootstrapping Fitted Q-Evaluation for Off-Policy Inference . In Proceedings of the 38th International Conference on Machine Learning, ICML 2021 , 18-24 July 2021, Virtual Event(Proceedings of Machine Learning Research, Vol. 139). PMLR, 4074–4084. Botao Hao, Xiang Ji, Yaqi Duan, Hao Lu, Csaba Szepesvári, and Mengdi Wang. 2021. Bootstrapping Fitted Q-Evaluation for Off-Policy Inference. In Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18-24 July 2021, Virtual Event(Proceedings of Machine Learning Research, Vol. 139). PMLR, 4074–4084.

3. Online experimentation at Microsoft;Kohavi Ronny;Data Mining Case Studies,2009

4. Ron Kohavi , Diane Tang , and Ya Xu. 2020. Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing . Cambridge University Press . Ron Kohavi, Diane Tang, and Ya Xu. 2020. Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing. Cambridge University Press.

5. Qiang Liu Lihong Li Ziyang Tang and Dengyong Zhou. 2018. Breaking the Curse of Horizon: Infinite-horizon Off-policy Estimation. In Advances in Neural Information Processing Systems 31 (NIPS-18). 5361–5371. Qiang Liu Lihong Li Ziyang Tang and Dengyong Zhou. 2018. Breaking the Curse of Horizon: Infinite-horizon Off-policy Estimation. In Advances in Neural Information Processing Systems 31 (NIPS-18). 5361–5371.

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