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» Limiting privacy breaches in privacy preserving data mining
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PKDD
2007
Springer
120views Data Mining» more  PKDD 2007»
15 years 5 months ago
Privacy Preserving Market Basket Data Analysis
Randomized Response techniques have been empirically investigated in privacy preserving association rule mining. However, previous research on privacy preserving market basket data...
Ling Guo, Songtao Guo, Xintao Wu
KDD
2010
ACM
194views Data Mining» more  KDD 2010»
15 years 3 months ago
Versatile publishing for privacy preservation
Motivated by the insufficiency of the existing quasi-identifier/sensitiveattribute (QI-SA) framework on modeling real-world privacy requirements for data publishing, we propose ...
Xin Jin, Mingyang Zhang, Nan Zhang 0004, Gautam Da...
CIKM
2006
Springer
15 years 3 months ago
k nearest neighbor classification across multiple private databases
Distributed privacy preserving data mining tools are critical for mining multiple databases with a minimum information disclosure. We present a framework including a general model...
Li Xiong, Subramanyam Chitti, Ling Liu
TSC
2008
112views more  TSC 2008»
14 years 11 months ago
A Privacy Preserving Repository for Data Integration across Data Sharing Services
Current data sharing and integration among various organizations require a central and trusted authority to collect data from all data sources and then integrate the collected data...
Stephen S. Yau, Yin Yin
CORR
2008
Springer
159views Education» more  CORR 2008»
14 years 11 months ago
Privacy Preserving ID3 over Horizontally, Vertically and Grid Partitioned Data
We consider privacy preserving decision tree induction via ID3 in the case where the training data is horizontally or vertically distributed. Furthermore, we consider the same pro...
Bart Kuijpers, Vanessa Lemmens, Bart Moelans, Karl...