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Statistical Parameter Privacy

Bassi, Germán (author)
KTH,Teknisk informationsvetenskap
Nekouei, Ehsan (author)
City University of Hong KongKowloon TongHong Kong
Skoglund, Mikael, 1969- (author)
KTH,Teknisk informationsvetenskap
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Johansson, Karl H., 1967- (author)
KTH,Reglerteknik
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 (creator_code:org_t)
2019-11-22
2020
English.
In: Privacy in Dynamical Systems. - Singapore : Springer Nature. ; , s. 65-82
  • Book chapter (peer-reviewed)
Abstract Subject headings
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  • We investigate the problem of sharing the outcomes of a parametric source with an untrusted party while ensuring the privacy of the parameters. We propose privacy mechanisms which guarantee parameter privacy under both Bayesian statistical as well as information-theoretic privacy measures. The properties of the proposed mechanisms are investigated and the utility-privacy trade-off is analyzed.

Subject headings

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Signalbehandling (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Signal Processing (hsv//eng)
NATURVETENSKAP  -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
NATURAL SCIENCES  -- Computer and Information Sciences -- Computer Sciences (hsv//eng)

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Nekouei, Ehsan
Skoglund, Mikael ...
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