Understanding and Counteracting Feature-Level Bias in Click-Through Rate Prediction

Author:

Jin Jinqiu1ORCID,Ding Sihao1ORCID,Wang Wenjie2ORCID,Feng Fuli1ORCID

Affiliation:

1. University of Science and Technology of China, Hefei, China

2. National University of Singapore, Singapore, Singapore

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference19 articles.

1. Jacob Benesty, Jingdong Chen, Yiteng Huang, and Israel Cohen. 2009. Pearson Correlation Coefficient. In Noise reduction in speech processing. Springer, 1--4.

2. Jiawei Chen Hande Dong Yang Qiu Xiangnan He Xin Xin Liang Chen Guli Lin and Keping Yang. 2021. AutoDebias: Learning to Debias for Recommendation. In SIGIR. ACM 21--30.

3. Sihao Ding Fuli Feng Xiangnan He Jinqiu Jin Wenjie Wang Yong Liao and Yongdong Zhang. 2022. Interpolative Distillation for Unifying Biased and Debiased Recommendation. In SIGIR. ACM 40--49.

4. Chongming Gao Shijun Li Yuan Zhang Jiawei Chen Biao Li Wenqiang Lei Peng Jiang and Xiangnan He. 2022. KuaiRand: An Unbiased Sequential Recommendation Dataset with Randomly Exposed Videos. In CIKM. ACM 3953--3957.

5. Sahin Cem Geyik Stuart Ambler and Krishnaram Kenthapadi. 2019. Fairness- Aware Ranking in Search & Recommendation Systems with Application to LinkedIn Talent Search. In KDD. ACM 2221--2231.

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