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DOI: 10.4230/LIPIcs.ITCS.2017.9

Inferential Privacy Guarantees for Differentially Private Mechanisms

Authors: Arpita Ghosh and Robert Kleinberg

Published in: LIPIcs, Volume 67, 8th Innovations in Theoretical Computer Science Conference (ITCS 2017)

Abstract

The following is a summary of the paper "Inferential Privacy Guarantees for Differentially Private Mechanisms", presented at the Eighth Innovations in Theoretical Computer Science Conference in January 2017. The full version of the paper can be found on arXiv at the URL https://arxiv.org/abs/1603.01508.

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Arpita Ghosh and Robert Kleinberg. Inferential Privacy Guarantees for Differentially Private Mechanisms. In 8th Innovations in Theoretical Computer Science Conference (ITCS 2017). Leibniz International Proceedings in Informatics (LIPIcs), Volume 67, pp. 9:1-9:3, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2017)

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@InProceedings{ghosh_et_al:LIPIcs.ITCS.2017.9,
  author =	{Ghosh, Arpita and Kleinberg, Robert},
  title =	{{Inferential Privacy Guarantees for Differentially Private Mechanisms}},
  booktitle =	{8th Innovations in Theoretical Computer Science Conference (ITCS 2017)},
  pages =	{9:1--9:3},
  series =	{Leibniz International Proceedings in Informatics (LIPIcs)},
  ISBN =	{978-3-95977-029-3},
  ISSN =	{1868-8969},
  year =	{2017},
  volume =	{67},
  editor =	{Papadimitriou, Christos H.},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops-dev.dagstuhl.de/entities/document/10.4230/LIPIcs.ITCS.2017.9},
  URN =		{urn:nbn:de:0030-drops-81451},
  doi =		{10.4230/LIPIcs.ITCS.2017.9},
  annote =	{Keywords: differential privacy, statistical inference, statistical mechanics}
}

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Inferential Privacy Guarantees for Differentially Private Mechanisms

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