The Research of Privacy-Preserving Clustering Algorithm

This paper proposes HDPPDK-Means clustering algorithm for privacy-preserving over horizontal partitioned database, using secure multi-party computation protocol to realize privacy-preserving of clustering algorithm. Theoretical analysis and examples illustrate that the proposed algorithm can effecti...

Full description

Saved in:
Bibliographic Details
Published in2010 Third International Symposium on Intelligent Information Technology and Security Informatics pp. 324 - 327
Main Authors Yanguang Shen, Junrui Han, Huifang Shan
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.04.2010
Subjects
Algorithm design and analysis
clustering algorithm
Clustering algorithms
data classification
Data engineering
Distributed computing
Information analysis
Information science
Information security
Partitioning algorithms
privacy-preserving
Protection
Protocols
secure multi-party computation
Online AccessGet full text
ISBN9781424467303
1424467306
DOI10.1109/IITSI.2010.62

Cover

More Information
Summary:This paper proposes HDPPDK-Means clustering algorithm for privacy-preserving over horizontal partitioned database, using secure multi-party computation protocol to realize privacy-preserving of clustering algorithm. Theoretical analysis and examples illustrate that the proposed algorithm can effectively solve privacy-preserving problem of clustering mining over horizontal distribution and achieve the privacy-preserving aim.
ISBN:9781424467303
1424467306
DOI:10.1109/IITSI.2010.62