Presentation 2013-03-07
An Experiment of Purterbation-Reconstruction Method on Power Consumption Data
Ryo KIKUCHI, Satoshi HASEGAWA, Dai IKARASHI,
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Abstract(in English) Recently, an anonymization that realizes both privacy protections and statistical analyses is now attracting attention. In the field of the anonymization, there is a notion called A;-anonymous, which is the most popular notion in an anonymization, and there is Pk-anonymous, which is a probabilistic extension of A;-anonymous. It is known that Perturbation-Reconstruction method which consists of a perturbation protecting a privacy and a reconstruction estimating statistics can suffice Pk-anonymity. Some perturbation methods depending on the property of attributes and a reconstruction method have been proposed to date. However, there are no experimental result on the situation that a number of perturbations are used simultaneously. In this paper, we implement some perturbations and measure a utility of anonymized data.
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Keyword(in English) Anonymization / Perturbation-Reconstruction method / k-anonymous / Pk-anonymous / Privacy-Preserving
Paper # LOIS2012-84
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Committee LOIS
Conference Date 2013/2/28(1days)
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Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) An Experiment of Purterbation-Reconstruction Method on Power Consumption Data
Sub Title (in English)
Keyword(1) Anonymization
Keyword(2) Perturbation-Reconstruction method
Keyword(3) k-anonymous
Keyword(4) Pk-anonymous
Keyword(5) Privacy-Preserving
1st Author's Name Ryo KIKUCHI
1st Author's Affiliation NTT Corporation()
2nd Author's Name Satoshi HASEGAWA
2nd Author's Affiliation University of Tsukuba
3rd Author's Name Dai IKARASHI
3rd Author's Affiliation NTT Corporation
Date 2013-03-07
Paper # LOIS2012-84
Volume (vol) vol.112
Number (no) 466
Page pp.pp.-
#Pages 6
Date of Issue