Privacy-preserving Stochastic Gradual Learning

It is challenging for stochastic optimizations to handle large-scale sensitive data safely. Recently, Duchi et al. proposed private sampling strategy to solve privacy leakage in stochastic optimizations. However, this strategy leads to robustness degeneration, since this strategy is equal to the noi...

Ausführliche Beschreibung

Bibliographische Detailangaben

Hauptverfasser:	Han, Bo, Tsang, Ivor W, Xiao, Xiaokui, Chen, Ling, Fung, Sai-fu, Yu, Celina P
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Cryptography and Security Computer Science - Learning Statistics - Machine Learning
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