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DBSEC
2009
112views Database» more  DBSEC 2009»
15 years 26 days ago
Distributed Anonymization: Achieving Privacy for Both Data Subjects and Data Providers
There is an increasing need for sharing data repositories containing personal information across multiple distributed and private databases. However, such data sharing is subject t...
Pawel Jurczyk, Li Xiong
SIGMOD
2004
ACM
101views Database» more  SIGMOD 2004»
15 years 12 months ago
State-of-the-art in privacy preserving data mining
We provide here an overview of the new and rapidly emerging research area of privacy preserving data mining. We also propose a classification hierarchy that sets the basis for ana...
Vassilios S. Verykios, Elisa Bertino, Igor Nai Fov...
KDD
2003
ACM
210views Data Mining» more  KDD 2003»
16 years 5 days ago
Privacy-preserving k-means clustering over vertically partitioned data
Privacy and security concerns can prevent sharing of data, derailing data mining projects. Distributed knowledge discovery, if done correctly, can alleviate this problem. The key ...
Jaideep Vaidya, Chris Clifton
EDBT
2008
ACM
172views Database» more  EDBT 2008»
15 years 12 months ago
Distributed privacy preserving k-means clustering with additive secret sharing
Recent concerns about privacy issues motivated data mining researchers to develop methods for performing data mining while preserving the privacy of individuals. However, the curr...
Albert Levi, Erkay Savas, Mahir Can Doganay, Thoma...
PSD
2010
Springer
189views Database» more  PSD 2010»
14 years 10 months ago
Privacy-Preserving Record Linkage
Record linkage has a long tradition in both the statistical and the computer science literature. We survey current approaches to the record linkage problem in a privacy-aware setti...
Rob Hall, Stephen E. Fienberg