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» Privacy-preserving data integration and sharing
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TSC
2008
112views more  TSC 2008»
13 years 4 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
KDD
2007
ACM
152views Data Mining» more  KDD 2007»
14 years 5 months ago
Privacy-Preserving Sharing of Horizontally-Distributed Private Data for Constructing Accurate Classifiers
Data mining tasks such as supervised classification can often benefit from a large training dataset. However, in many application domains, privacy concerns can hinder the construc...
Vincent Yan Fu Tan, See-Kiong Ng
ICDE
2006
IEEE
144views Database» more  ICDE 2006»
13 years 11 months ago
PRIVATE-IYE: A Framework for Privacy Preserving Data Integration
Data integration has been a long standing challenge to the database and data mining communities. This need has become critical in numerous contexts, including building e-commerce ...
Sourav S. Bhowmick, Le Gruenwald, Mizuho Iwaihara,...
KDD
2004
ACM
132views Data Mining» more  KDD 2004»
14 years 5 months ago
Privacy preserving regression modelling via distributed computation
Reluctance of data owners to share their possibly confidential or proprietary data with others who own related databases is a serious impediment to conducting a mutually beneficia...
Ashish P. Sanil, Alan F. Karr, Xiaodong Lin, Jerom...
NDSS
2005
IEEE
13 years 10 months ago
Privacy-Preserving Friends Troubleshooting Network
— Content sharing is a popular use of peer-to-peer systems because of their inherent scalability and low cost of maintenance. In this paper, we leverage this nature of peer-topee...
Qiang Huang, Helen J. Wang, Nikita Borisov