Outsourced similarity search on metric data assets

IEEE Transactions on Knowledge and Data Engineering

Volumn 24, Issue 2, 2012, Pages 338-352

  Yiu, Man Lung ^a   Assent, Ira ^b   Jensen, Christian S ^b   Kalnis, Panos ^c  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^b AARHUS UNIVERSITY   (Denmark)

^c KING ABDULLAH UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Saudi Arabia)

Author keywords

and protection; integrity; Query processing; Security

Indexed keywords

AND PROTECTION; DATA ASSETS; DATA OBJECTS; EMPIRICAL STUDIES; INTEGRITY; QUERY COSTS; SECURITY; SERVICE PROVIDER; SIMILARITY QUERY; SIMILARITY SEARCH;

CLOUD COMPUTING; QUERY PROCESSING;

DATA PRIVACY;

EID: 84555206093     PISSN: 10414347     EISSN: None     Source Type: Journal    
DOI: 10.1109/TKDE.2010.222     Document Type: Article

References (31)

1. G. Aggarwal, T. Feder, K. Kenthapadi, S. Khuller, R. Panigrahy, D. Thomas, and A. Zhu, "Achieving Anonymity via Clustering," Proc. 25th ACM SIGMOD-SIGACT-SIGART Symp. Principles of Database Systems (PODS), pp. 153-162, 2006. (Pubitemid 46946477)
2. R. Agrawal, P. J. Haas, and J. Kiernan, "Watermarking Relational Data: Framework, Algorithms and Analysis," The Int'l J. Very Large Data Bases, vol. 12, no. 2, pp. 157-169, 2003. (Pubitemid 37017926)
3. R. Agrawal, J. Kiernan, R. Srikant, and Y. Xu, "Order-Preserving Encryption for Numeric Data," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 563-574, 2004.
4. R. Agrawal and R. Srikant, "Privacy-Preserving Data Mining," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 439-450, 2000.
5. C. A. Ardagna, M. Cremonini, E. Damiani, S. D. C. di Vimercati, and P. Samarati, "Location Privacy Protection Through Obfuscation-Based Techniques," Proc. 21st Ann. IFIP WG 11.3 Working Conf. Data and Applications Security (DBSec), pp. 47-60, 2007.
6. V. Athitsos, M. Potamias, P. Papapetrou, and G. Kollios, "Nearest Neighbor Retrieval Using Distance-Based Hashing," Proc. IEEE 24th Int'l Conf. Data Eng. (ICDE), pp. 327-336, 2008.
7. *-Tree: An Efficient and Robust Access Method for Points and Rectangles," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 322-331, 1990.
8. S. Berchtold, D. A. Keim, and H.-P. Kriegel, "The X-Tree: An Index Structure for High-Dimensional Data," Proc. 22nd Int'l Conf. Very Large Databases, pp. 28-39, 1996.
9. T. Bozkaya and Z. M. Özsoyoglu, "Indexing Large Metric Spaces for Similarity Search Queries," ACM Trans. Database Systems, vol. 24, no. 3, pp. 361-404, 1999.
10. E. Chávez, G. Navarro, R. A. Baeza-Yates, and J. L. Marroqúin, "Searching in Metric Spaces," ACM Computing Surveys, vol. 33, no. 3, pp. 273-321, 2001. (Pubitemid 33768485)
11. P. Ciaccia, M. Patella, and P. Zezula, "M-Tree: An Efficient Access Method for Similarity Search in Metric Spaces," Proc. Very Large Databases (VLDB), pp. 426-435, 1997.
12. E. Damiani, S. D. C. Vimercati, S. Jajodia, S. Paraboschi, and P. Samarati, "Balancing Confidentiality and Efficiency in Untrusted Relational DBMSs," Proc. 10th ACM Conf. Computer and Comm. Security (CCS), pp. 93-102, 2003. (Pubitemid 40673792)
13. M. Dunham, Data Mining: Introductory and Advanced Topics. Prentice Hall, 2002.
14. C. Faloutsos and K.-I. Lin, "FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Data Sets," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 163-174, 1995.
15. G. Ghinita, P. Kalnis, A. Khoshgozaran, C. Shahabi, and K. L. Tan, "Private Queries in Location Based Services: Anonymizers Are Not Necessary," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 121-132, 2008.
16. A. Gionis, P. Indyk, and R. Motwani, "Similarity Search in High Dimensions via Hashing," Proc. 25th Int'l Conf. Very Large Databases (VLDB), pp. 518-529, 1999.
17. H. Hacigümüs, B. R. Iyer, C. Li, and S. Mehrotra, "Executing SQL over Encrypted Data in the Database-Service-Provider Model," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 216-227, 2002. (Pubitemid 34985549)
18. H. Hacigü müs, S. Mehrotra, and B. R. Iyer, "Providing Database as a Service," Proc. 18th Int'l Conf. Data Eng. (ICDE), pp. 29-40, 2002.
19. A. Hinneburg, C. C. Aggarwal, and D. A. Keim, "What Is the Nearest Neighbor in High Dimensional Spaces?," Proc. 26th Int'l Conf. Very Large Data Bases (VLDB), pp. 506-515, 2000.
20. G. R. Hjaltason and H. Samet, "Index-Driven Similarity Search in Metric Spaces," ACM Trans. Database Systems, vol. 28, no. 4, pp. 517-580, 2003.
21. +-Tree Based Indexing Method for Nearest Neighbor Search," ACM Trans. Database Systems, vol. 30, no. 2, pp. 364-397, 2005. (Pubitemid 41204994)
22. C. T. Jr, A. J. M. Traina, B. Seeger, and C. Faloutsos, "Slim-Trees: High Performance Metric Trees Minimizing Overlap between Nodes," Proc. Seventh Int'l Conf. Extending Database Technology (EDBT), pp. 51-65, 2000.
23. H. Kargupta, S. Datta, Q. Wang, and K. Sivakumar, "On the Privacy Preserving Properties of Random Data Perturbation Techniques," Proc. IEEE Third Int'l Conf. Data Mining (ICDM), pp. 99-106, 2003.
24. A. Khoshgozaran and C. Shahabi, "Blind Evaluation of Nearest Neighbor Queries Using Space Transformation to Preserve Location Privacy," Proc. 10th Int'l Conf. Advances in Spatial and Temporal Databases (SSTD), pp. 239-257, 2007.
25. K. LeFevre, D. J. DeWitt, and R. Ramakrishnan, "Mondrian Multidimensional K-Anonymity," Proc. 22nd Int'l Conf. Data Eng. (ICDE), p. 25, 2006. (Pubitemid 44539817)
26. T. Seidl and H. P. Kriegel, "Optimal Multi-Step k-Nearest Neighbor Search," Proc. ACM SIGMOD Int'l Conf. Management of Data, pp. 154-165, 1998. (Pubitemid 128655965)
27. L. Sweeney, "k-Anonymity: A Model for Protecting Privacy," Int'l J. Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 10, no. 5, pp. 557-570, 2002. (Pubitemid 35384857)
28. W. K. Wong, D. W. Cheung, B. Kao, and N. Mamoulis, "Secure k-NN Computation on Encrypted Databases," Proc. 35th ACM SIGMOD Int'l Conf. Management of Data, pp. 139-152, 2009.
29. P. Yianilos, "Data Structures and Algorithms for Nearest Neighbor Search in General Metric Spaces," Proc. Fourth Ann. ACM-SIAM Symp. Discrete Algorithms (SODA), pp. 311-321, 1993. (Pubitemid 23612715)
30. M. L. Yiu, I. Assent, C. S. Jensen, and P. Kalnis, "Outsourced Similarity Search on Metric Data Assets," DB Technical Report TR-28, Aalborg Univ., 2010.
31. M. L. Yiu, G. Ghinita, C. S. Jensen, and P. Kalnis, "Outsourcing Search Services on Private Spatial Data," Proc. IEEE 25th Int'l Conf. Data Eng. (ICDE), pp. 1140-1143, 2009.