notesum.ai
Published at November 26From Machine Learning to Machine Unlearning: Complying with GDPR's Right to be Forgotten while Maintaining Business Value of Predictive Models
cs.LG
Released Date: November 26, 2024
Authors: Yuncong Yang1, Xiao Han2, Yidong Chai3, Reza Ebrahimi4, Rouzbeh Behnia4, Balaji Padmanabhan5
Aff.: 1School of Information Management and Engineering, Shanghai University of Finance and Economics, Shanghai 200433, China; 2School of Economics and Management, Beihang University, Beijing 100191, China; 3School of Management, Hefei University of Technology, Hefei, Anhui 230009, China; 4School of Information Systems and Management, University of South Florida, Tampa, Florida, FL 33620, USA; 5Robert H. Smith School of Business, University of Maryland, College Park, Maryland, MD 20742, USA

| Year | Author(s) | Research Focus | Privacy Issue | Technique | ||||||
| 2013 | Li and Sarkar | Privacy-preserving data sharing and analytics |
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Anonymization | ||||||
| 2014 | Li and Sarkar | Protecting data privacy from regression attacks |
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Anonymization | ||||||
| 2016 | Menon and Sarkar | Sanitizing large transactional databases for sharing |
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Anonymization | ||||||
| 2017 | Li and Qin | Anonymizing unstructured text data for sharing |
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Anonymization | ||||||
| 2021 | Han et al. |
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Suppression | ||||||
| 2022 | Chen et al. |
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Differential privacy | ||||||
| 2023 | Hastings et al. |
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| 2023 | Lei et al. | Privacy-preserving personalized offline pricing |
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Differential privacy | ||||||
| 2023 | Li et al. |
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Anonymization | ||||||
| 2024 | Macha et al. |
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Suppression | ||||||
| 2024 | Ours |
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Machine unlearning |