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- W3162419622 startingPage "225" @default.
- W3162419622 abstract "Abstract Clustering is a popular unsupervised machine learning technique that groups similar input elements into clusters. It is used in many areas ranging from business analysis to health care. In many of these applications, sensitive information is clustered that should not be leaked. Moreover, nowadays it is often required to combine data from multiple sources to increase the quality of the analysis as well as to outsource complex computation to powerful cloud servers. This calls for efficient privacy-preserving clustering. In this work, we systematically analyze the state-of-the-art in privacy-preserving clustering. We implement and benchmark today’s four most efficient fully private clustering protocols by Cheon et al. (SAC’19), Meng et al. (ArXiv’19), Mohassel et al. (PETS’20), and Bozdemir et al. (ASIACCS’21) with respect to communication, computation, and clustering quality. We compare them, assess their limitations for a practical use in real-world applications, and conclude with open challenges." @default.
- W3162419622 created "2021-05-24" @default.
- W3162419622 creator A5061379113 @default.
- W3162419622 creator A5064335227 @default.
- W3162419622 creator A5081351114 @default.
- W3162419622 creator A5090241108 @default.
- W3162419622 date "2021-07-23" @default.
- W3162419622 modified "2023-10-03" @default.
- W3162419622 title "SoK: Efficient Privacy-preserving Clustering" @default.
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