Privacy Preserving Unsupervised Clustering over Vertically Partitioned Data

机译：在垂直分区的数据上保留隐私的无监督群集

获取原文

获取原文并翻译 | 示例

页面导航

摘要
著录项
相似文献
相关主题

摘要

The exponential growth of databases containing personal information has rendered the task of extracting high quality information from collections of such databases very important. This task is hindered by the security concerns that arise, due to the confidentiality of the data records, and the reluctance of the organizations to disclose their data. This paper proposes a clustering algorithmic scheme that ensures privacy and confidentiality of the data without compromising the effectiveness of the clustering algorithm nor imposing high communication costs.

机译：包含个人信息的数据库的指数增长使得从此类数据库的集合中提取高质量信息的任务变得非常重要。由于数据记录的机密性以及组织不愿透露其数据而引起的安全隐患阻碍了此任务。本文提出了一种聚类算法方案，该方案可确保数据的私密性和机密性，而不会影响聚类算法的有效性，也不会增加通信成本。

著录项

来源
《International Conference on Computational Science and Its Applications(ICCSA 2006) pt.5; 20060508-11; Glasgow(GB)》|2006年|P.635-643|共9页
会议地点 Glasgow(GB)
作者
D.K. Tasoulis; E.C. Laskari; G.C. Meletiou; M.N. Vrahatis;
展开▼
作者单位

Computational Intelligence Laboratory, Department of Mathematics, University of Patras, GR-26110 Patras, Greece;

展开▼
会议组织
原文格式 PDF
正文语种 eng
中图分类计算技术、计算机技术;
关键词

相似文献

外文文献
中文文献
专利

1. Equally contributory privacy-preserving κ-means clustering over vertically partitioned data [J] . Xun Yi, Yanchun Zhang Information Systems . 2013,第1期

机译：在垂直分区的数据上均等贡献的隐私保护κ均值聚类
2. Privacy Preserving Two-Party Hierarchical Clustering Over Vertically Partitioned Dataset [J] . Animesh Tripathy, Ipsa De Journal of Software Engineering and Applications . 2013,第5期

机译：在垂直分区的数据集上保留隐私的两方分层聚类
3. Distributed Privacy Preserving Clustering via Homomorphic Secret Sharing and Its Application to (Vertically) Partitioned Spatio-Temporal Data [J] . Can Yildizli, Thomas Brochmann Pedersen, Yucel Saygin International Journal of Data Warehousing and Mining . 2011,第1期

机译：同态秘密共享的分布式隐私保护聚类及其在（垂直）分区时空数据中的应用
4. Privacy Preserving Unsupervised Clustering over Vertically Partitioned Data [C] . D.K. Tasoulis, E.C. Laskari, G.C. Meletiou, International Conference on Computational Science and Its Applications . 2006

机译：在垂直分区数据中保留无监督群集的隐私
5. Privacy preserving data mining over vertically partitioned data. [D] . Vaidya, Jaideep Shrikant. 2004

机译：在垂直分区的数据上保留隐私的数据挖掘。
6. Privacy-Preserving Methods for Vertically Partitioned Incomplete Data [O] . Yi Deng, Xiaoqian Jiang, Qi Long 2020

机译：垂直分区不完整数据的隐私保留方法
7. Privacy Preserving Unsupervised Clustering over Vertically Partitioned Data ⋆ [O] . D. K. Tasoulis, E. C. Laskari, G. C. Meletiou, 2013

机译：隐私保护垂直分区数据的无监督聚类⋆

Privacy Preserving Unsupervised Clustering over Vertically Partitioned Data

摘要

著录项

相似文献

相关主题

期刊订阅