TY - GEN
T1 - Two-party privacy-preserving agglomerative document clustering
AU - Su, Chunhua
AU - Zhou, Jianying
AU - Bao, Feng
AU - Takagi, Tsuyoshi
AU - Sakurai, Kouichi
PY - 2007
Y1 - 2007
N2 - Document clustering is a powerful data mining technique to analyze the large amount of documents and structure large sets of text or hypertext documents. Many organizations or companies want to share their documents in a similar theme to get the joint benefits. However, it also brings the problem of sensitive information leakage without consideration of privacy. In this paper, we propose a cryptography-based framework to do the privacy-preserving document clustering among the users under the distributed environment: two parties, each having his private documents, want to collaboratively execute agglomerative document clustering without disclosing their private contents.
AB - Document clustering is a powerful data mining technique to analyze the large amount of documents and structure large sets of text or hypertext documents. Many organizations or companies want to share their documents in a similar theme to get the joint benefits. However, it also brings the problem of sensitive information leakage without consideration of privacy. In this paper, we propose a cryptography-based framework to do the privacy-preserving document clustering among the users under the distributed environment: two parties, each having his private documents, want to collaboratively execute agglomerative document clustering without disclosing their private contents.
UR - http://www.scopus.com/inward/record.url?scp=37149042707&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=37149042707&partnerID=8YFLogxK
U2 - 10.1007/978-3-540-72163-5_16
DO - 10.1007/978-3-540-72163-5_16
M3 - Conference contribution
AN - SCOPUS:37149042707
SN - 3540721592
SN - 9783540721598
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 193
EP - 208
BT - Information Security Practice and Experience - Third International Conference, ISPEC 2007, Proceedings
PB - Springer Verlag
T2 - 3rd International Conference on Information Security Practice and Experience, ISPEC 2007
Y2 - 7 May 2007 through 9 May 2007
ER -