Enforcing vocabulary k-anonymity by semantic similarity based clustering

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2010, Pages 899-904

  Liu, Junqiang ^a,b   Wang, Ke ^a  

^a SIMON FRASER UNIVERSITY   (Canada)

^b ZHEJIANG GONGSHANG UNIVERSITY   (China)

Author keywords

Anonymity; Bag valued data; Privacy; Query logs

Indexed keywords

ANONYMITY; ANONYMIZATION; BAG-VALUED DATA; CLUSTERING APPROACH; DATA UTILITIES; GREEDY ALGORITHMS; K-ANONYMITY; KEY FEATURE; PRIVACY; PRIVACY RISKS; QUERY LOGS; SEMANTIC SIMILARITY; WEALTH OF INFORMATION; WEIGHTED BIPARTITE MATCHINGS; WORKING WELL;

DATA MINING; NATURAL LANGUAGE PROCESSING SYSTEMS; SEMANTICS; WEB SERVICES;

DATA PRIVACY;

EID: 79951740865     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2010.59     Document Type: Conference Paper

References (21)

1. E. Adar. User 4XXXXX9: Anonymizing query logs. Query Log Analysis Workshop, In WWW, 2007.
2. G. Aggarwal, T. Feder, K. Kenthapadi, S. Khuller, R. Panigrahy, D. Thomas, and A. Zhu. Achieving anonymity via clustering. In PODS, 2006.
3. J. Cao, P. Karras, C. Raissi, K. Tan. ρ-uncertainty: Inference-proof transaction anonymization. In VLDB, 2010.
4. A. Cooper. A survey of query log privacy-enhancing techniques from a policy perspective. ACM Trans. on the Web, Vol. 2, Issue 4 (2008).
5. C. Fellbaum. WordNet, an electronic lexical database. MIT Press, Cambridge MA, 1998.
6. G. Ghinita, Y. Tao, and P. Kalnis. On the anonymization of sparse high-dimensional data. In ICDE, 2008.
7. J. Han, J. Wang, Y. Lu, P. Tzvetkov. Mining top-k frequent closed patterns without minimum support. In ICDM, 2002.
8. Y. He and J. Naughton. Anonymization of set-valued data via top-down, local generalization. In VLDB, 2009.
9. Y Hong, X. He, J. Vaidya, N. Adam, and V. Atluri. Effective anonymization of query logs. In CIKM, 2009.
10. V. Iyengar. Transforming data to satisfy privacy constraints. In KDD, pages 279-288, 2002.
11. R. Jones, R. Kumar, B. Pang, A. Tomkins. I know what you did last summer. In Query Logs User Privacy, CIKM, 2007.
12. A. Korolova, K. Kenthapadi, N. Mishra, A. Ntoulas. Releasing search queries and clicks privately. In WWW, 2009.
13. R. Kumar, J. Novak, B. Pang, A. Tomkins. On anonymizing query logs via token-based hashing. In WWW, 2007.
14. J. Liu, K. Wang. Enforcing vocabulary k-anonymity by semanitc similarity based clustering (Technical Report). School of Computing Science, Simon Fraser University, 2010.
15. J. Liu, K. Wang. Anonymizing transaction data by integrating suppression and generalization. In PAKDD, 2010.
16. G. Pass, A. Chowdhury, C. Torgeson. A picture of search. In the 1st Intl. Conf. on Scalable Information Systems, Hong Kong, June, 2006.
17. P. Samarati and L. Sweeney. Generalizing data to provide anonymity when disclosing information. In PODS, 1998.
18. M. Terrovitis, N. Mamoulis, P. Kalnis. Privacy preserving anonymization of set valued data. In VLDB, 2008.
19. L. Xiong and E. Agichtein. Towards privacy-preserving query log publishing. In Query Logs Workshop at WWW, 2007.
20. Y. Xu, K. Wang, A. Fu, and PS. Yu. Anonymizing transaction databases for publication. In KDD, 2008.
21. Y Zhu, L. Xiong, C. Verdery. Anonymizing user profiles for personalized web search. In WWW, 2010.