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» Injecting utility into anonymized datasets
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KDD
2009
ACM
133views Data Mining» more  KDD 2009»
14 years 6 months ago
On the tradeoff between privacy and utility in data publishing
In data publishing, anonymization techniques such as generalization and bucketization have been designed to provide privacy protection. In the meanwhile, they reduce the utility o...
Tiancheng Li, Ninghui Li
ICDE
2010
IEEE
184views Database» more  ICDE 2010»
13 years 10 months ago
On optimal anonymization for l+-diversity
-- Publishing person specific data while protecting privacy is an important problem. Existing algorithms that enforce the privacy principle called l-diversity are heuristic based d...
Junqiang Liu, Ke Wang

Publication
334views
15 years 5 months ago
ANONAGGREGATE: Anonymizing Data Using Sequential Aggregation
We propose a methodology for anonymization of records by aggregating sequential records. This methodology is applied to real valued, binary, nominal and ordinal data. We propose tw...
Sanjay Bapna, Abirami Radhakrishnan, Aryya Gangopa...
ICDE
2008
IEEE
150views Database» more  ICDE 2008»
14 years 7 months ago
On the Anonymization of Sparse High-Dimensional Data
Abstract-- Existing research on privacy-preserving data publishing focuses on relational data: in this context, the objective is to enforce privacy-preserving paradigms, such as ka...
Gabriel Ghinita, Yufei Tao, Panos Kalnis
TKDE
2011
472views more  TKDE 2011»
13 years 21 days ago
Anonymous Publication of Sensitive Transactional Data
Abstract—Existing research on privacy-preserving data publishing focuses on relational data: in this context, the objective is to enforce privacy-preserving paradigms, such as k-...
Gabriel Ghinita, Panos Kalnis, Yufei Tao