Paper Abstract and Keywords |
Presentation |
2005-09-16 14:40
Interactive Protocol for Privacy-preserving K-mean Clustering Chunhua Su, Kouichi Sakurai (Kyushu Univ.) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Data mining, the extraction of hidden predictive information from large databases, is a powerful new technology with great potential to help companies focus on the most important information in their data warehouses. Traditional data mining techniques require access to precise information in individual records, prohibiting their use in cases where privacy is an issue. For meeting the privacy concern, Privacy preserving data mining technique is becoming a more and more important issue nowadays, particularly in the security and defense area. Specifically, we consider a scenario in which two parties owning confidential databases wish to run a data mining algorithm on the union of their databases, without revealing any unnecessary information. In this paper, we focus on the problem of k-means clustering algorithm and show our proposal can solve the privacy problem smoothly. Our solution is using the cryptographic primitives to construct some protocols to build the approximated framework. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
data mining / privacy preserving / k-means clustering / cryptography / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 105, no. 290, ISEC2005-83, pp. 53-60, Sept. 2005. |
Paper # |
ISEC2005-83 |
Date of Issue |
2005-09-09 (ISEC) |
ISSN |
Print edition: ISSN 0913-5685 |
Download PDF |
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Conference Information |
Committee |
ISEC |
Conference Date |
2005-09-16 - 2005-09-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kikai-Shinko-Kaikan Bldg. |
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(See Japanese page) |
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Paper Information |
Registration To |
ISEC |
Conference Code |
2005-09-ISEC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Interactive Protocol for Privacy-preserving K-mean Clustering |
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data mining |
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privacy preserving |
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k-means clustering |
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cryptography |
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1st Author's Name |
Chunhua Su |
1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
2nd Author's Name |
Kouichi Sakurai |
2nd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
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Speaker |
Author-1 |
Date Time |
2005-09-16 14:40:00 |
Presentation Time |
25 minutes |
Registration for |
ISEC |
Paper # |
ISEC2005-83 |
Volume (vol) |
vol.105 |
Number (no) |
no.290 |
Page |
pp.53-60 |
#Pages |
8 |
Date of Issue |
2005-09-09 (ISEC) |
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