Preserving data privacy in outsourcing data aggregation services

ACM Transactions on Internet Technology

Volumn 7, Issue 3, 2007, Pages

  Xiong, Li ^a   Chitti, Subramanyam ^b   Liu, Ling ^b  

^a EMORY UNIVERSITY   (United States)

^b GEORGIA INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

Classification; Confidentiality; Outsourcing; Privacy

Indexed keywords

CLASSIFICATION (OF INFORMATION); DATA PRIVACY; DATABASE SYSTEMS; INTERNET; OPTIMIZATION; OUTSOURCING;

AGGREGATION SERVICES; CONFIDENTIALITY; DATA SHARING; SECURITY STANDARDS;

WEB SERVICES;

EID: 34548264581     PISSN: 15335399     EISSN: 15576051     Source Type: Journal    
DOI: 10.1145/1275505.1275510     Document Type: Article

References (41)

1. AGGARWAL, G., BAWA, M., GANESAN, P., GARCIA-MOLINA, H., KENTHAPADI, K., MOTWANI, R., SRIVASTAVA, U., THOMAS, D., AND XU, Y. 2005. Two can keep a secret: A distributed architecture for secure database services. Conference on Innovative Data Systems Research (CIDR).
2. AGGARWAL, G., MISHRA, N., AND PINKAS, B. 2004. Secure computation of the kth ranked element. IACR Conference on Eurocryption.
3. AGRAWAL, D. AND AGGARWAL, C. C. 2001. On the design and quantification of privacy preserving data mining algorithms. Symposium on Principles of Database Systems.
4. AGRAWAL, R., BIRD, P., GRANDISON, T., KIEMAN, J., LOGAN, S., AND RJAIBI, W. 2005. Extending relational database systems to automatically enforce privacy policies. 21st International Conference on Data Engineering (ICDE).
5. AGRAWAL, R., EVFIMIEVSKI, A., AND SRIKANT, R. 2003. Information sharing across private databases. ACM SIGMOD International Conference on Management of Data.
6. AGRAWAL, R., KIEMAN, J., SRIKANT, R., AND XU, Y. 2002. Hippocratic databases. International Conference on Very Large Databases (VLDB).
7. AGRAWAL, R., KIERNAN, J., SRIKANT, R., AND XU, Y. 2004. Order-preserving encryption for numeric data. ACM SIGMOD International Conference on Management of Data.
8. BAWA, M., BAYARDO, R. J., AND AGRAWAL, R. 2003. Privacy-preserving indexing of documents on the network. 29th International Conference on Very Large Databases (VLDB).
9. BERTINO, E., OOI, B., YANG, Y., AND DENG, R. H. 2005. Privacy and ownership preserving of outsourced medical data. International Conference on Data Engineering (ICDE).
10. BLAZE, M., FEIGENBAUM, J., AND LACY, J. 1996. Decentralized trust management. IEEE Conference on Privacy and Security.
11. CLIFTON, C. 2002. Tutorial on privacy, security, and data mining. 13th European Conference on Machine Learning and 6th European Conference on Principles and Practice of Knowledge Discovery in Databases.
12. CLIFTON, C., KANTARCIOGLU, M., LIN, X., VAIDYA, J., AND ZHU, M. 2003. Tools for privacy preserving distributed data mining. SIGKDD Explorations.
13. DIJKSTRA, E. W. 1974. Self-stabilizing systems in spite of distributed control. Commun. ACM 17, 11.
14. DOAN, A. AND HALEVY, A. 2005. Semantic integration research in the database community: A brief survey. AI Magazine (Special Issue on Semantic Integration).
15. ELMAGARMID, A., RUSINKIEWICZ, M., AND SHETH, A., EDS. 1999. Management of Heterogeneous and Autonomous Database Systems 1st Ed. Morgan Kaufmann.
16. GARCIA-MOLINA, H., ULLMAN, J. D., AND WIDOM, J. D. 2001. Information Integration, Chapter 20. Prentice Hall.
17. GOLDREICH, O. 2001. Secure multi-party computation. Working Draft, version 1.3.
18. HACIGUMUS, H., IYER, B., LI, C., AND MEHROTRA, S. 2002. Executing SQL over encrypted data in the database service provider model. ACM SIGMOD Conference on Management of Data.
19. HACIGUMUS, H., IYER, B., AND MEHROTRA, S. 2002. Providing database as a service. International Conference on Data Engineering (ICDE).
20. HALEVY, A. Y., ASHISH, N., BITTON, D., CAREY, M. J., DRAPER, D., POLLOCK, J., ROSENTHAL, A., AND SIKKA, V. 2005. Enterprise information integration: successes, challenges and controversies. ACM SIGMOD International Conference on Management of Data.
21. HORE, B., MEHROTRA, S., AND TSUDIK, G. 1997. A privacy-preserving index for range queries. ACM Symposium on Principles of Distributed Computing.
22. JAJODIA, S. AND SANDHU, R. 1991. Toward a multilevel secure relational data model. ACM SIGMOD International Conference on Management of Data.
23. KANTARCIOGLU, M. AND CLIFTON, C. 2004a. Privacy preserving data mining of association rules on horizontally partitioned data. IEEE Trans. Knowl. Data Engin. 16, 9.
24. KANTARCIOGLU, M. AND CLIFTON, C. 2004b. Security issues in querying encrypted data. Tech. rep. TR-04-013, Purdue University.
25. KANTARCIOGLU, M. AND CLIFTON, C. 2005. Privacy preserving k -nn classifier. International Conference on Data Engineering (ICDE).
26. KANTARCOGLU, M. AND VAIDYA, J. 2003. Privacy preserving naive Bayes classifier for horizontally partitioned data. IEEE ICDM Workshop on Privacy Preserving Data Mining.
27. LINDELL, Y. AND PINKAS, B. 2002. Privacy preserving data mining. J. Crypto. 15, 3.
28. LYNCH, N. A. 1996. Distributed Algorithms. Morgan Kaufmann Publishers.
29. MARKEY, E. J. 2005. Outsourcing privacy: Countries processing U.S. social security numbers, health information, tax records lack fundamental privacy safeguards. A staff report prepared at the request of Edward J. Markey, U.S. House of Representatives.
30. REITER, M. K. AND RUBIN, A. D. 1998. Crowds: Anonymity for Web transactions. ACM Trans. Inform. Syst. Secur. (TISSEC) 1, 1.
31. SYVERSON, S., COLDSEHLAG, D. M., AND REED, M. C. 1997. Anonymous connections and onion routing. IEEE Symposium on Security and Privacy.
32. VAIDYA, J. AND CLIFTON, C. 2002. Privacy preserving association rule mining in vertically partitioned data. The 8th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.
33. VAIDYA, J. AND CLIFTON, C. 2003a. Privacy-preserving k -means clustering over vertically partitioned data. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.
34. VAIDYA, J. AND CLIFTON, C. 2003b. Privacy preserving naive Bayes classifier for vertically partitioned data. The 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.
35. VAIDYA, J. AND CLIFTON, C. 2005. Privacy-preserving top-k queries. International Conference on Data Engineering (ICDE).
36. WANG, K., FUNG, B. C. M., AND DONG, G. 2005. Integrating private databases for data analysis. IEEE Intelligence and Security Informatics Conference (ISI).
37. WRIGHT, M., ADLER, M., LEVINE, B. N., AND SHIELDS, C. 2003. Defending anonymous communications against passive logging attacks. IEEE Symposium on Security and Privacy.
38. XIAO, L., XU, Z., AND ZHANG, X. 2003. Mutual anonymity protocols for hybrid peer-to-peer systems. International Conference on Distributed Computing Systems (ICDCS).
39. XIONG, L., CHITTI, S., AND LIU, L. 2005. Topk queries across multiple private databases. 25th International Conference on Distributed Computing Systems (ICDCS).
40. XIONG, L. AND LIU, L. 2004. PeerTrust: supporting reputation-based trust in peer-to-peer communities. IEEE Trans. Knowl. Data Engin. 16, 7.
41. YANG, Z., ZHONG, S., AND WRIGHT, R. N. 2005. Privacy-preserving classification of customer data without loss of accuracy. SIAM Conference on Data Mining (SDM).