Mitigating Exploitation Bias in Learning to Rank with an Uncertainty-aware Empirical Bayes Approach

Author:

Yang Tao1ORCID,Han Cuize2ORCID,Luo Chen1ORCID,Gupta Parth1ORCID,Phillips Jeff M.3ORCID,Ai Qingyao4ORCID

Affiliation:

1. Amazon, Palo Alto, CA, USA

2. Box.inc, Redwood City, USA

3. University of Utah, Salt Lake City, UT, USA

4. DCST, Tsinghua University, Quan Cheng Laboratory, & Zhongguancun Laboratory, Beijing, China

Publisher

ACM

Reference58 articles.

1. Milton Abramowitz and Irene A Stegun. 1964. Handbook of mathematical functions with formulas, graphs, and mathematical tables. Vol. 55. US Government printing office.

2. A General Framework for Counterfactual Learning-to-Rank

3. Estimating Position Bias without Intrusive Interventions

4. Improving web search ranking by incorporating user behavior information

5. Learning a Deep Listwise Context Model for Ranking Refinement

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