Generalized and Multiple-Queries-Oriented Privacy Budget Strategies in Differential Privacy via Convergent Series

For data analysis with differential privacy, an analysis task usually requires multiple queries to complete, and the total budget needs to be divided into different parts and allocated to each query. However, at present, the budget allocation in differential privacy lacks efficient and general alloc...

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Veröffentlicht in:	Security and communication networks 2021-12, Vol.2021, p.1-17
Hauptverfasser:	Bai, Yunlu, Yang, Geng, Xiang, Yang, Wang, Xuan
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Budgets Clustering Data analysis Methods Noise Noise sensitivity Optimization Privacy Queries Security Taylor series
Online-Zugang:	Volltext
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