Interference, Bias, and Variance in Two-Sided Marketplace Experimentation: Guidance for Platforms-Reference-Cited by-同舟云学术

Interference, Bias, and Variance in Two-Sided Marketplace Experimentation: Guidance for Platforms

Published:2022-04-25 Issue: Volume: Page:
ISSN:
Container-title:Proceedings of the ACM Web Conference 2022
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Author:

Li Hannah¹,Zhao Geng²,Johari Ramesh¹,Weintraub Gabriel Y.³

Affiliation:

1. Management Science and Engineering, Stanford University, USA

2. Electrical Engineering and Computer Sciences, University of California, Berkeley, USA

3. Graduate School of Business, Stanford University, USA

Funder

NSF (National Science Foundation)

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3485447.3512063

Reference27 articles.

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3. G W Basse , A Feller , and P Toulis . 2019. Randomization tests of causal effects under interference. Biometrika 106, 2 (02 2019 ), 487–494. https://doi.org/10.1093/biomet/asy072 arXiv:https://academic.oup.com/biomet/article-pdf/106/2/487/28575447/asy072.pdf 10.1093/biomet G W Basse, A Feller, and P Toulis. 2019. Randomization tests of causal effects under interference. Biometrika 106, 2 (02 2019), 487–494. https://doi.org/10.1093/biomet/asy072 arXiv:https://academic.oup.com/biomet/article-pdf/106/2/487/28575447/asy072.pdf

4. Guillaume W. Basse , Hossein Azari Soufiani , and Diane Lambert . 2016 . Randomization and The Pernicious Effects of Limited Budgets on Auction Experiments . In Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016, Cadiz, Spain, May 9-11, 2016(JMLR Workshop and Conference Proceedings, Vol. 51) , Arthur Gretton and Christian C. Robert (Eds.). JMLR.org, 1412–1420. http://proceedings.mlr.press/v51/basse16b.html Guillaume W. Basse, Hossein Azari Soufiani, and Diane Lambert. 2016. Randomization and The Pernicious Effects of Limited Budgets on Auction Experiments. In Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, AISTATS 2016, Cadiz, Spain, May 9-11, 2016(JMLR Workshop and Conference Proceedings, Vol. 51), Arthur Gretton and Christian C. Robert (Eds.). JMLR.org, 1412–1420. http://proceedings.mlr.press/v51/basse16b.html

5. Why marketplace experimentation is harder than it seems

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