Private Continual Release of Real-Valued Data Streams

We present a differentially private mechanism to display statistics (e.g., the moving average) of a stream of real valued observations where the bound on each observation is either too conservative or unknown in advance. This is particularly relevant to scenarios of real-time data monitoring and rep...

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Veröffentlicht in:	arXiv.org 2018-11
Hauptverfasser:	Perrier, Victor, Hassan Jameel Asghar, Kaafar, Dali
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Data transmission Measuring instruments Privacy Probability distribution functions
Online-Zugang:	Volltext
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