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» Limiting privacy breaches in privacy preserving data mining
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PAKDD
2007
ACM
181views Data Mining» more  PAKDD 2007»
15 years 5 months ago
Practical Issues on Privacy-Preserving Health Data Mining
Privacy-preserving data mining techniques could encourage health data custodians to provide accurate information for mining by ensuring that the data mining procedures and results ...
Huidong Jin
SDM
2007
SIAM
195views Data Mining» more  SDM 2007»
15 years 1 months ago
On Anonymization of String Data
String data is especially important in the privacy preserving data mining domain because most DNA and biological data is coded as strings. In this paper, we will discuss a new met...
Charu C. Aggarwal, Philip S. Yu
CRYPTO
2004
Springer
91views Cryptology» more  CRYPTO 2004»
15 years 5 months ago
Privacy-Preserving Datamining on Vertically Partitioned Databases
In a recent paper Dinur and Nissim considered a statistical database in which a trusted database administrator monitors queries and introduces noise to the responses with the goal ...
Cynthia Dwork, Kobbi Nissim
SIGMOD
2011
ACM
179views Database» more  SIGMOD 2011»
14 years 2 months ago
No free lunch in data privacy
Differential privacy is a powerful tool for providing privacypreserving noisy query answers over statistical databases. It guarantees that the distribution of noisy query answers...
Daniel Kifer, Ashwin Machanavajjhala