Differentially Private Simple Linear Regression

Economics and social science research often require analyzing datasets of sensitive personal information at fine granularity, with models fit to small subsets of the data. Unfortunately, such fine-grained analysis can easily reveal sensitive individual information. We study regression algorithms tha...

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Veröffentlicht in:	Proceedings on Privacy Enhancing Technologies 2022-04, Vol.2022 (2), p.184-204
Hauptverfasser:	Alabi, Daniel, McMillan, Audra, Sarathy, Jayshree, Smith, Adam, Vadhan, Salil
Format:	Artikel
Sprache:	eng
Schlagworte:	differential privacy linear regression robust statistics
Online-Zugang:	Volltext
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