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» Privacy Preserving Clustering
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SAC
2006
ACM
14 years 3 months ago
On the use of spectral filtering for privacy preserving data mining
Randomization has been a primary tool to hide sensitive private information during privacy preserving data mining.The previous work based on spectral filtering, show the noise ma...
Songtao Guo, Xintao Wu
PAKDD
2005
ACM
115views Data Mining» more  PAKDD 2005»
14 years 3 months ago
Performance Measurements for Privacy Preserving Data Mining
Abstract. This paper establishes the foundation for the performance measurements of privacy preserving data mining techniques. The performance is measured in terms of the accuracy ...
Nan Zhang 0004, Wei Zhao, Jianer Chen
SIGMOD
2005
ACM
128views Database» more  SIGMOD 2005»
14 years 10 months ago
Privacy Preserving OLAP
We present techniques for privacy-preserving computation of multidimensional aggregates on data partitioned across multiple clients. Data from different clients is perturbed (rand...
Rakesh Agrawal, Ramakrishnan Srikant, Dilys Thomas
ICDE
2008
IEEE
177views Database» more  ICDE 2008»
14 years 11 months ago
On Anti-Corruption Privacy Preserving Publication
This paper deals with a new type of privacy threat, called "corruption", in anonymized data publication. Specifically, an adversary is said to have corrupted some individ...
Yufei Tao, Xiaokui Xiao, Jiexing Li, Donghui Zhang
ICDE
2004
IEEE
112views Database» more  ICDE 2004»
14 years 11 months ago
Privacy Preservation for Data Cubes
Sam Yuan Sung, Yao Liu, Peter A. Ng