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» PRIVATE-IYE: A Framework for Privacy Preserving Data Integra...
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SDM
2007
SIAM
190views Data Mining» more  SDM 2007»
13 years 9 months ago
AC-Framework for Privacy-Preserving Collaboration
The secure multi-party computation (SMC) model provides means for balancing the use and confidentiality of distributed data. Increasing security concerns have led to a surge in w...
Wei Jiang, Chris Clifton
ICDE
2008
IEEE
177views Database» more  ICDE 2008»
14 years 9 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
SDM
2008
SIAM
177views Data Mining» more  SDM 2008»
13 years 9 months ago
Practical Private Computation and Zero-Knowledge Tools for Privacy-Preserving Distributed Data Mining
In this paper we explore private computation built on vector addition and its applications in privacypreserving data mining. Vector addition is a surprisingly general tool for imp...
Yitao Duan, John F. Canny
SIGMOD
2005
ACM
128views Database» more  SIGMOD 2005»
14 years 7 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
SDM
2004
SIAM
242views Data Mining» more  SDM 2004»
13 years 9 months ago
Privacy-Preserving Multivariate Statistical Analysis: Linear Regression and Classification
Multivariate statistical analysis is an important data analysis technique that has found applications in various areas. In this paper, we study some multivariate statistical analy...
Wenliang Du, Yunghsiang S. Han, Shigang Chen