A Novel Adaptive Differential Privacy Algorithm for Empirical Risk Minimization

DOI10.1142/S021759592140011XzbMath1481.90208OpenAlexW3156389829MaRDI QIDQ5024903

Hai-Bin Zhang, Pengfei Zhao, Kaili Zhang, Hai-Bin Chen

Publication date: 1 February 2022

Published in: Asia-Pacific Journal of Operational Research (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1142/s021759592140011x

zbMATH Keywords

iteration algorithmdifferential privacyempirical risk minimization

Mathematics Subject Classification ID

Management decision making, including multiple objectives (90B50) Risk models (general) (91B05)

Uses Software

• UCI-ml
• LIBSVM

Cites Work

• Unnamed Item
• Bounds on the sample complexity for private learning and private data release
• The Complexity of Computing the Optimal Composition of Differential Privacy
• Concentrated Differential Privacy: Simplifications, Extensions, and Lower Bounds
• The Algorithmic Foundations of Differential Privacy
• The Composition Theorem for Differential Privacy
• Convex Analysis
• A Stochastic Approximation Method
• Theory of Cryptography

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