L-diversity: privacy beyond k-anonymity

@article{Machanavajjhala2006LdiversityPB,
  title={L-diversity: privacy beyond k-anonymity},
  author={Ashwin Machanavajjhala and Daniel Kifer and Johannes Gehrke and Muthuramakrishnan Venkitasubramaniam},
  journal={22nd International Conference on Data Engineering (ICDE'06)},
  year={2006},
  pages={24-24}
}
Publishing data about individuals without revealing sensitive information about them is an important problem. In recent years, a new definition of privacy called k-anonymity has gained popularity. In a k-anonymized dataset, each record is indistinguishable from at least k − 1 other records with respect to certain identifying attributes. In this article, we show using two simple attacks that a k-anonymized dataset has some subtle but severe privacy problems. First, an attacker can discover the… CONTINUE READING
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