Differentially private nearest neighbor classification

DOI10.1007/s10618-017-0532-zzbMath1411.68104OpenAlexW2739273495MaRDI QIDQ1741355

Mehmet Ercan Nergiz, Ali Inan, Mehmet Emre Gursoy, Yücel Saygin

Publication date: 3 May 2019

Published in: Data Mining and Knowledge Discovery (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10618-017-0532-z

zbMATH Keywords

data miningdifferential privacy\(k\)-nearest neighbors

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Graph theory (including graph drawing) in computer science (68R10)

Related Items (2)

Differentially private distance learning in categorical data ⋮ Tackling ordinal regression problem for heterogeneous data: sparse and deep multi-task learning approaches

Uses Software

• JStatCom
• Scikit
• PrivateLR

Cites Work

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• A review on algorithms for maximum clique problems
• Differential Privacy: A Survey of Results
• Universally Utility-maximizing Privacy Mechanisms
• Reducibility among Combinatorial Problems
• PrivBayes
• Theory of Cryptography
• Differential Privacy

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