Towards a privacy-aware stream data management system for cloud applications

International Journal of Web and Grid Services

Volumn 7, Issue 3, 2011, Pages 246-267

  Ng, Wee Siong ^a   Kirchberg, Markus ^b   Bressan, Stéphane ^b   Tan, Kian Lee ^b  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^b NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Cloud computing; Data privacy; Stream data management

Indexed keywords

CLOUD COMPUTING; DATA ANALYTICS; DECISION MAKING; INFORMATION MANAGEMENT;

CLOUD APPLICATIONS; CLOUD ARCHITECTURES; DATA STREAM; DECISION MAKING PROCESS; PRIVACY AWARE; PRIVACY PRESERVING; REAL-TIME STREAMS; STREAM DATA;

DATA PRIVACY;

EID: 84857155500     PISSN: 17411106     EISSN: 17411114     Source Type: Journal    
DOI: 10.1504/IJWGS.2011.043530     Document Type: Article

References (44)

1. Abadi, D.J., Carney, D., Çetintemel, U., Cherniack, M., Convey, C., Lee, S., Stonebraker, M., Tatbul, N. and Zdonik, S. (2003) 'Aurora: a new model and architecture for data stream management', The VLDB Journal, Vol. 12, No. 2, pp.120-139. (Pubitemid 37017924)
2. Adam, N.R. and Worthmann, J.C. (1989) 'Security-control methods for statistical databases: a comparative study', ACM Computing Surveys, Vol. 21, No, 4, pp.515-556.
3. Aggarwal, C.C. and Yu, P.S. (2008a) 'A framework for condensation-based anonymization of string data', Data Mining and Knowledge Discovery, Vol. 16, No. 3, pp.251-275.
4. Aggarwal, C.C. and Yu, P.S. (2008b) 'On static and dynamic methods for condensation-based privacy-preserving data mining', ACM Transactions on Database Systems, Vol. 33, No. 1, pp.1-39.
5. Agrawal, R. and Srikant, R. (2000) 'Privacy-preserving data mining', ACM SIGMOD Record, Vol. 29, No. 2, pp.439-450.
6. Agrawal, R., Kiernan, J., Srikant, R. and Xu, Y. (2002) 'Hippocratic databases', Proceedings of the 28th International Conference on Very Large Data Bases (VLDB), VLDB Endowment, pp.143-154
7. Agrawal, R., Kini, A., LeFevre, K., Wang, A., Xu, Y. and Zhou, D. (2004) 'Managing healthcare data hippocratically', Proceedings of the 2004 ACM SIGMOD International Conference on Management of Data, ACM, New York, NY, USA, pp.947-948.
8. Aleri Inc. (2009) Aleri Streaming Platform, http://www.aleri.com/ products/aleri-cep
9. Ali, M.H., ElTabakh, M.Y. and Bertino, E. (2005) Hippocratic Data Streams - Concepts, Architectures and Issues, Tech. Rep. CSD TR #05-025, Dept. of Computer Science, Purdue University, USA.
10. Arasu, A., Babu, S. and Widom, J. (2006) 'The CQL continuous query language: semantic foundations and query execution', The VLDB Journal, Vol. 15, No. 2, pp.121-142. (Pubitemid 43938935)
11. Babcock, B., Babu, S., Datar, M., Motwani, R. and Widom, J. (2002) 'Models and issues in data stream systems', Proceedings of the 21st ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems (PoDS), ACM, New York, NY, USA, pp.1-16. (Pubitemid 35017047)
12. Babu, S. and Widom, J. (2001) 'Continuous queries over data streams', ACM SIGMOD Record, Vol. 30, No. 3, pp.109-120. (Pubitemid 33610406)
13. Balazinska, M., Hwang, J.H. and Shah, M.A. (2009) 'Fault-tolerance and high availability in data stream management systems', in Liu, L. and Özsu, M.T. (Eds.): Encyclopedia of Database Systems, Springer, USA, pp.1109-1115.
14. Bayardo, R.J. and Agrawal, R. (2005) 'Data privacy through optimal k-anonymization', Proceedings of the 21st International Conference on Data Engineering (ICDE), IEEE Computer Society, Washington DC, USA, pp.217-228. (Pubitemid 41731133)
15. Botan, I., Alonso, G., Fischer, P.M., Kossmann, D. and Tatbul, N. (2009) 'Flexible and scalable storage management for data-intensive stream processing', Proceedings of the 12th International Conference on Extending Database Technology (EDBT), ACM, New York, NY, USA, pp.934-945.
16. Cao, J., Carminati, B., Ferrari, E. and Tan, K.L. (2011) 'CASTLE: continuously anonymizing data streams', IEEE Transactions on Dependable and Secure Computing, Vol. 8, No. 3, IEEE Computer Society, pp.337-352.
17. Chandrasekaran, S., Cooper, O., Deshpande, A., Franklin, M.J., Hellerstein, J.M., Hong, W., Krishnamurthy, S., Madden, S.R., Reiss, F. and Shah, M.A. (2003) 'TelegraphCQ: continuous dataflow processing', Proceedings of the ACM SIGMOD International Conference on Management of Data, ACM, New York, NY, USA, p.668.
18. Condie, T., Conway, N., Alvaro, P., Hellerstein, J.M., Gerth, J., Talbot, J., Elmeleegy, K. and Sears, R. (2010) 'Online aggregation and continuous query support in mapreduce', Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data, ACM, pp.1115-1118.
19. Dean, J. and Ghemawat, S. (2004) 'MapReduce: simplified data processing on large clusters', Proceedings of the 6th Conference on Symposium on Opearting Systems Design & Implementation (OSDI), USENIX Association, Berkeley, CA, USA, p.10.
20. Domingo-Ferrer, J. and Torra, V. (2001) 'A quantitative comparison of disclosure control methods for microdata', Confidentiality, Disclosure, and Data Access: Theory and Practical Applications for Statistical Agencies, Elsevier, pp.111-133.
21. Estrin, D., Girod, L., Pottie, G. and Srivastava, M. (2001) 'Instrumenting the world with wireless sensor networks', Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Vol. 4, pp.2033-2036. (Pubitemid 32838676)
22. Ghanem, T.M., Elmagarmid, A.K., Larson, P.A. and Aref, W.G. (2010) 'Supporting views in data stream management systems', ACM Transactions on Database Systems, Vol. 35, No. 1, pp.1-47.
23. Golab, L. and Özsu, M.T. (2003) 'Issues in data stream management', ACM SIGMOD Record, Vol. 32, No. 2, pp.5-14. (Pubitemid 40290298)
24. IBM Watson Research Center (2009) Exploratory Stream Processing Systems, http://domino.research.ibm.com/comm/research-projects.nsf/pages/esps.index.html
25. IMO Maritime Safety Committee (2004) Goal-Based Standards under Development at IMO's Maritime Safety Committee, http://www.imo.org/About/ mainframe.asp?topic-id=848&doc-id=4574#ais
26. Kirchberg, M. and Link, S. (2010) 'Hippocratic databases: Extending current transaction processing approaches to satisfy the limited retention principle', Proceedings of the 43rd Annual Hawaii International Conference on System Sciences (HICSS), IEEE Computer Society Press, Kauai, Hawaii, p.10.
27. Krämer, J. and Seeger, B. (2009) 'Semantics and implementation of continuous sliding window queries over data streams', ACM Transactions on Database Systems, Vol. 34, No. 1, pp.1-49.
28. LeFevre, K., DeWitt, D.J. and Ramakrishnan, R. (2005) 'Incognito: efficient full-domain k-anonymity', Proceedings of the ACM SIGMOD International Conference on Management of Data, ACM, New York, NY, USA, pp.49-60. (Pubitemid 43038916)
29. Li, J., Ooi, B.C. and Wang, W. (2008) 'Anonymizing streaming data for privacy protection', Proceedings of the IEEE 24th International Conference on Data Engineering (ICDE), IEEE Computer Society, Washington DC, USA, pp.1367-1369.
30. Lorica, B. (2009) Big Data: Technologies and Techniques for Large-Scale Data, Available online at http://radar.oreilly.com/2009/03/big-data- technologies-report.html
31. Lu, W. and Miklau, G. (2009) 'Auditing a database under retention restrictions', Proceedings of the IEEE International Conference on Data Engineering (ICDE), IEEE Computer Society, Washington DC, USA, pp.42-53.
32. Ng, W.S., Teo, J., Ang, W.T., Viswanathan, S. and Tham, C.K. (2009) 'Experiences on developing SOA based mobile healthcare services', Proceedings of the IEEE Asia-Pacific Services Computing Conference (APSCC), IEEE Computer Society, Singapore, pp.498-501.
33. Sahay, B.S. and Ranjan, J. (2008) 'Real time business intelligence in supply chain analytics', Information Management and Computer Security, Vol. 16, No. 1, pp.28-48. (Pubitemid 351403704)
34. Samarati, P. and Sweeney, L. (1998) 'Generalizing data to provide anonymity when disclosing information', Proceedings of the 17th ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems (PoDS), ACM, New York, NY, USA, p.188.
35. Seshadri, S., Kumar, V. and Cooper, B.F. (2006) 'Optimizing multiple queries in distributed data stream systems', Proceedings of the 22nd International Conference on Data Engineering (ICDE) Workshops, IEEE Computer Society, Washington DC, USA, p.25.
36. Srinivasan, S., Latchman, H., Shea, J., Wong, T. and McNair, J. (2004) 'Airborne traffic surveillance systems: video surveillance of highway traffic', Proceedings of the ACM 2nd International Workshop on Video Surveillance & Sensor Networks (VSSN), ACM, New York, NY, USA, pp.131-135. (Pubitemid 40372022)
37. Stonebraker, M., Çetintemel, U. and Zdonik, S. (2005) 'The 8 requirements of real-time stream processing', ACM SIGMOD Records, Vol. 34, No, 4, pp.42-47. (Pubitemid 43152547)
38. StreamBase Systems Inc. (2009) Streambase Event Processing Platform, http://www.streambase.com/
39. Sun Microsystems Inc. (2009) Introduction to Cloud Computing Architecture, White Paper, Available online at http://www.sun.com/featured- articles/CloudComputing.pdf
40. Szewczyk, R., Osterweil, E., Polastre, J., Hamilton, M., Mainwaring, A. and Estrin, D. (2004) 'Habitat monitoring with sensor networks', Communications of the ACM, Vol. 47, No. 6, pp.34-40.
41. Terry, D., Goldberg, D., Nichols, D. and Oki, B. (1992) 'Continuous queries over append-only databases', Proceedings of the 1992 ACM SIGMOD International Conference on Management of Data, ACM, New York, NY, USA, pp.321-330.
42. Xu, W., Huang, L., Fox, A., Patterson, D. and Jordan, M.I. (2009) 'Detecting large-scale system problems by mining console logs', Proceedings of the ACM SIGOPS 22nd Symposium on Operating Systems Principles (SOSP), ACM, New York, NY, USA, pp.117-132.
43. Zhou, B., Han, Y., Pei, J., Jiang, B., Tao, Y. and Jia, Y. (2009) 'Continuous privacy preserving publishing of data streams', Proceedings of the 12th International Conference on Extending Database Technology (EDBT), ACM, New York, NY, USA, pp.648-659.
44. Zhu, Y. and Shasha, D. (2002) 'StatStream: statistical monitoring of thousands of data streams in real time', Proceedings of the 28th International Conference on Very Large Data Bases (VLDB), VLDB Endowment, pp.358-369.