MaSS: Multi-attribute Selective Suppression for Utility-preserving Data Transformation from an Information-theoretic Perspective

Yizhuo Chen; Chun-Fu Chen; Hsiang Hsu; Shaohan Hu; Marco Pistoia; Tarek F. Abdelzaher

2024 ICML ICML 2024

MaSS: Multi-attribute Selective Suppression for Utility-preserving Data Transformation from an Information-theoretic Perspective

Abstract

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Authors

Yizhuo Chen, Chun-Fu Chen, Hsiang Hsu, Shaohan Hu, Marco Pistoia, Tarek F. Abdelzaher

Topics

Artificial Intelligence > Core AI > Interpretability Machine Learning > Optimization & Theory > Optimization Data Science & Analytics > Applications > Information Retrieval

Keywords

data transformation information theoretic privacy protection attribute preservation utility selective suppression

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