Path-Specific Counterfactual Fairness for Recommender Systems

Author:

Zhu Yaochen1ORCID,Ma Jing1ORCID,Wu Liang2ORCID,Guo Qi2ORCID,Hong Liangjie2ORCID,Li Jundong1ORCID

Affiliation:

1. University of Virginia, Charlottesville, VA, USA

2. LinkedIn Inc., Sunnyvale, CA, USA

Funder

National Science Foundation

Cisco Faculty Research Award

Jefferson Lab Subcontract

UVA 3Cavaliers Seed Grant

Commonwealth Cyber Initiative Awards

JP Morgan Chase Faculty Research Award

4-VA Collaborative Research Grant

Publisher

ACM

Reference58 articles.

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3. Peter J Bickel , Eugene A Hammel , and J William O'Connell . 1975. Sex bias in graduate admissions: Data from Berkeley : Measuring bias is harder than is usually assumed, and the evidence is sometimes contrary to expectation. Science , Vol. 187 , 4175 ( 1975 ), 398--404. Peter J Bickel, Eugene A Hammel, and J William O'Connell. 1975. Sex bias in graduate admissions: Data from Berkeley: Measuring bias is harder than is usually assumed, and the evidence is sometimes contrary to expectation. Science, Vol. 187, 4175 (1975), 398--404.

4. Variational Inference: A Review for Statisticians

5. Toon Calders Faisal Kamiran and Mykola Pechenizkiy. 2009. Building classifiers with independency constraints. In ICDMW. 13--18. Toon Calders Faisal Kamiran and Mykola Pechenizkiy. 2009. Building classifiers with independency constraints. In ICDMW. 13--18.

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