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SODA
2010
ACM
171views Algorithms» more  SODA 2010»
13 years 10 months ago
Differential Privacy in New Settings
Differential privacy is a recent notion of privacy tailored to the problem of statistical disclosure control: how to release statistical information about a set of people without ...
Cynthia Dwork
ICDT
2007
ACM
148views Database» more  ICDT 2007»
14 years 6 months ago
Ask a Better Question, Get a Better Answer A New Approach to Private Data Analysis
Cryptographic techniques for reasoning about information leakage have recently been brought to bear on the classical problem of statistical disclosure control – revealing accurat...
Cynthia Dwork
IEEEARES
2008
IEEE
14 years 7 months ago
A Post-processing Method to Lessen k-Anonymity Dissimilarities
Protecting personal data is essential to guarantee the rule of law1 . Due to the new Information and Communication Technologies (ICTs) unprecedented amounts of personal data can b...
Agusti Solanas, Gloria Pujol, Antoni Martín...
EDBT
2008
ACM
111views Database» more  EDBT 2008»
15 years 19 days ago
Micro-aggregation-based heuristics for p-sensitive k-anonymity: one step beyond
Micro-data protection is a hot topic in the field of Statistical Disclosure Control (SDC), that has gained special interest after the disclosure of 658000 queries by the AOL searc...
Agusti Solanas, Francesc Sebé, Josep Doming...
EDBT
2008
ACM
146views Database» more  EDBT 2008»
15 years 19 days ago
Attribute selection in multivariate microaggregation
Microaggregation is one of the most employed microdata protection methods. The idea is to build clusters of at least k original records, and then replace them with the centroid of...
Javier Herranz, Jordi Nin, Vicenç Torra
KDD
2007
ACM
186views Data Mining» more  KDD 2007»
15 years 28 days ago
An Ad Omnia Approach to Defining and Achieving Private Data Analysis
We briefly survey several privacy compromises in published datasets, some historical and some on paper. An inspection of these suggests that the problem lies with the nature of the...
Cynthia Dwork