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» A Framework for High-Accuracy Privacy-Preserving Mining
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ICDM
2010
IEEE
160views Data Mining» more  ICDM 2010»
13 years 2 months ago
A Privacy Preserving Framework for Gaussian Mixture Models
Abstract--This paper presents a framework for privacypreserving Gaussian Mixture Model computations. Specifically, we consider a scenario where a central service wants to learn the...
Madhusudana Shashanka
PAKDD
2005
ACM
115views Data Mining» more  PAKDD 2005»
13 years 10 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
EDBT
2004
ACM
234views Database» more  EDBT 2004»
14 years 4 months ago
A Condensation Approach to Privacy Preserving Data Mining
In recent years, privacy preserving data mining has become an important problem because of the large amount of personal data which is tracked by many business applications. In many...
Charu C. Aggarwal, Philip S. Yu
ICDE
2006
IEEE
144views Database» more  ICDE 2006»
13 years 10 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
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