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» Limiting privacy breaches in privacy preserving data mining
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ICDE
2006
IEEE
176views Database» more  ICDE 2006»
13 years 11 months ago
Deriving Private Information from Perturbed Data Using IQR Based Approach
Several randomized techniques have been proposed for privacy preserving data mining of continuous data. These approaches generally attempt to hide the sensitive data by randomly m...
Songtao Guo, Xintao Wu, Yingjiu Li
ICDE
2007
IEEE
115views Database» more  ICDE 2007»
14 years 6 months ago
Preservation Of Patterns and Input-Output Privacy
Abstract breaches. To do so, the data custodian needs to transform its data. To determine the appropriate transforPrivacy preserving data mining so far has mainly mation, there are...
Shaofeng Bu, Laks V. S. Lakshmanan, Raymond T. Ng,...
ICDE
2008
IEEE
125views Database» more  ICDE 2008»
13 years 11 months ago
On breaching enterprise data privacy through adversarial information fusion
— Data privacy is one of the key challenges faced by enterprises today. Anonymization techniques address this problem by sanitizing sensitive data such that individual privacy is...
Srivatsava Ranjit Ganta, Raj Acharya
SIGMOD
2012
ACM
220views Database» more  SIGMOD 2012»
11 years 7 months ago
GUPT: privacy preserving data analysis made easy
It is often highly valuable for organizations to have their data analyzed by external agents. However, any program that computes on potentially sensitive data risks leaking inform...
Prashanth Mohan, Abhradeep Thakurta, Elaine Shi, D...
SIGMOD
2008
ACM
144views Database» more  SIGMOD 2008»
14 years 5 months ago
Preservation of proximity privacy in publishing numerical sensitive data
We identify proximity breach as a privacy threat specific to numerical sensitive attributes in anonymized data publication. Such breach occurs when an adversary concludes with hig...
Jiexing Li, Yufei Tao, Xiaokui Xiao