Privacy-preserving data mining

SIGMOD Record (ACM Special Interest Group on Management of Data)

Volumn 29, Issue 2, 2000, Pages 439-450

  Agrawal, Rakesh ^a   Srikant, Ramakrishnan ^a  

^a IBM ALMADEN RESEARCH CENTER   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 0041783510     PISSN: 01635808     EISSN: None     Source Type: Journal    
DOI: 10.1145/335191.335438     Document Type: Article

References (54)

1. M.S. Ackerman and L. Cranor. Privacy critics: UI components to safeguard users' privacy. In ACM Conf. Human Factors in Computing Systems (CHI'99), 1999.
2. Rakesh Agrawal, Sakti Ghosh, Tomasz Imielinski, Bala Iyer, and Arun Swami. An interval classifier for database mining applications. In Proc. of the VLDB Conference, pages 560-573, Vancouver, British Columbia, Canada, August 1992.
3. Rakesh Agrawal. Data Mining: Crossing the Chasm. In 5th Int'l Conference on Knowledge Discovery in Databases and Data Mining, San Diego, California, August 1999. Available from http://www.almaden.ibm.com/cs/quest/papers/kdd99_chasm. ppt.
4. Nabil R. Adam and John C. Wortman. Security-control methods for statistical databases. ACM Computing Surveys, 21(4):515-556, Dec. 1989.
5. D. Barbara, W. DuMouchel, C. Faloutsos, P. J. Haas, J. M. Hellerstein, Y. Ioannidis, H. V. Jagadish, T. Johnson, R.Ng, V. Poosala, and K. Sevcik. The New Jersey Data Reduction Report. Data Engrg. Bull., 20:3-45, Dec. 1997.
6. Leland L. Beck. A security mechanism for statistical databases. ACM TODS, 5(3):316-338, September 1980.
7. Paola Benassi. Truste: an online privacy seal program. Comm. ACM, 42(2):56-59, Feb. 1999.
8. L. Breiman, J. H. Friedman, R. A. Olshen, and C. J. Stone. Classification and Regression Trees. Wadsworth, Belmont, 1984.
9. D. Barbara and M. Sullivan. Quasi cubes: Exploiting approximations in multidimensional databases. SIGMOD Record, 26(3):12-17, 1997.
10. C. Clifton and D. Marks. Security and privacy implications of data mining. In ACM SIGMOD Workshop on Research Issues on Data Mining and Knowledge Discovery, pages 15-19, May 1996.
11. F.Y. Chin and G. Ozsoyoglu. Auditing and infrence control in statistical databases. IEEE Trans. Softw. Eng., SE-8(6):113-139, April 1982.
12. L.H. Cox. Suppression methodology and statistical disclosure control. J. Am. Stat. Assoc., 75(370):377-395, April 1980.
13. H. Cramer. Mathematical Methods of Statistics. Princeton University Press, 1946.
14. L.F. Cranor, J. Reagle, and M.S. Ackerman. Beyond concern: Understanding net users' attitudes about online privacy. Technical Report TR 99.4.3, AT&T Labs-Research, April 1999. Available from http://wnn.research.att.com/library/trs/TRs/99/99.4/99.4.3/report.htm.
15. Lorrie Faith Cranor, editor. Special Issue on Internet Privacy. Comm. ACM, 42(2), Feb. 1999.
16. R. Conway and D. Strip. Selective partial access to a database. In Proc. ACM Annual Conf., pages 85-89, 1976.
17. D.E. Denning, P.J. Denning, and M.D. Schwartz. The tracker: A threat to statistical database security. ACM TODS, 4(1):76-96, March 1979.
18. D.E. Denning. Secure statistical databases with random sample queries. ACM TODS, 5(3):291-315, Sept. 1980.
19. D.E. Denning. Cryptography and Data Security. Addison-Wesley, 1982.
20. C.T. Dinardo. Computers and Security. AFIPS Press, 1978.
21. D. Dobkin, A.K. Jones, and R.J. Lipton. Secure databases: Protection against user influence. ACM TODS, 4(1):97-106, March 1979.
22. V. Estivill-Castro and L. Brankovic. Data swapping: Balancing privacy against precision in mining for logic rules. In M. Mohania and A.M. Tjoa, editors, Data Warehousing and Knowledge Discovery DaWaK-99, pages 389-398. Springer-Verlag Lecture Notes in Computer Science 1676, 1999.
23. The Economist. The End of Privacy, May 1999.
24. H.W. Engl, M. Hanke, and A. Neubaue. Regularization of Inverse Problems. Kluwer, 1996.
25. The European Union's Directive on Privacy Protection, October 1998. Available from http://www.echo.lu/legal/en/dataprot/directiv/directiv.html.
26. I.P. Fellegi. On the question of statistical confidentiality. J. Am. Stat. Assoc., 67(337):7-18, March 1972.
27. Marek Fisz. Probability Theory and Mathematical Statistics. Wiley, 1963.
28. C. Faloutsos, H.V. Jagadish, and N.D. Sidiropoulos. Recovering information from summary data. In Proc. of the 23rd Int'l Conference on Very Large Databases, pages 36-45, Athens, Greece, 1997.
29. Ian Goldberg, David Wagner, and Eric Brewer. Privacy-enhancing technologies for the internet. In IEEE COMPCON, February 97.
30. C. Hine and J. Eve. Privacy in the marketplace. The Information Society, 42(2):56-59, 1998.
31. John Hagel and Marc Singer. Net Worth. Harvard Business School Press, 1999.
32. Chong K. Liew, Uinam J. Choi, and Chung J. Liew. A data distortion by probability distribution. ACM TODS, 10(3):395-411, 1985.
33. Tessa Lau, Oren Etzioni, and Daniel S. Weld. Privacy interfaces for information management. Comm. ACM, 42(10):89-94, October 1999.
34. J.B. Lotspiech and R.J.T. Morris. Method and system for client/server communications with user information revealed as a function of willingness to reveal and whether the information is required. U.S. Patent No. 5913030, June 1999.
35. E. Lefons, A. Silvestri, and F. Tangorra. An analytic approach to statistical databases. In 9th Int. Conf. Very Large Data Bases, pages 260-274. Morgan Kaufmann, Oct-Nov 1983.
36. Manish Mehta, Rakesh Agrawal, and Jorma Rissanen. SLIQ: A fast scalable classifier for data mining. In Proc. of the Fifth Int'l Conference on Extending Database Technology (EDBT), Avignon, France, March 1996.
37. D. Michie, D. J. Spiegelhalter, and C. C. Taylor. Machine Learning, Neural and Statistical Classification. Ellis Horwood, 1994.
38. Office of the Information and Privacy Commissioner, Ontario. Data Mining: Staking a Claim on Your Privacy, January 1998. Available from http://www.ipc.on.ca/web_site. eng/matters/sum_pap/papers/datamine.htm.
39. R. Oppliger. Internet security: Firewalls and beyond. Comm. ACM, 40(5):92-102, May 1997.
40. J. Ross Quinlan. C4.5: Programs for Machine Learning. Morgan Kaufman, 1993.
41. Steven P. Reiss. Practical data-swapping: The first steps. ACM TODS, 9(1):20-37, 1984.
42. A. Rubin and D. Greer. A survey of the world wide web security. IEEE Computer, 31(9):34-41, Sept. 1998.
43. John Shafer, Rakesh Agrawal, and Manish Mehta. SPRINT: A scalable parallel classifier for data mining. In Proc. of the 22nd Int'l Conference on Very Large Databases, Bombay, India, September 1996.
44. A. Shoshani. Statistical databases: Characteristics, problems and some solutions. In Proceedings of the Eighth International Conference on Very Large Databases (VLDB), pages 208-213, Mexico City, Mexico, September 1982.
45. P.D. Stachour and B.M. Thuraisingham. Design of LDV: A multilevel secure relational database management system. IEEE Trans. Knowledge and Data Eng., 2(2):190-209, 1990.
46. Kurt Thearling. Data mining and privacy: A conflict in making. DS*, March 1998.
47. Time. The Death of Privacy, August 1997.
48. J.F. Traub, Y. Yemini, and H. Woznaikowski. The statistical security of a statistical database. ACM TODS, 9(4):672-679, Dec. 1984.
49. S.L. Warner. Randomized response: A survey technique for eliminating evasive answer bias. J. Am. Stat. Assoc., 60(309):63-69, March 1965.
50. A.F. Westin. E-commerce and privacy: What net users want. Technical report, Louis Harris & Associates, June 1998. Available from http://www.privacyexchange.org/iss/surveys/ecommsum.html.
51. A.F. Westin. Privacy concerns & consumer choice. Technical report, Louis Harris & Associates, Dec. 1998. Available from http://www.privacyexchange.org/iss/surveys/1298toc.html.
52. A.F. Westin. Freebies and privacy: What net users think. Technical report, Opinion Research Corporation, July 1999. Available from http://www.privacyexchange.org/iss/surveys/sr990714.html.
53. The World Wide Web Consortium. The Platform for Privacy Preference (P3P). Available from http://www.w3.org/P3P/P3FAQ.html.
54. C.T. Yu and F.Y. Chin. A study on the protection of statistical databases. In Proc. ACM SIGMOD Int. Conf. Management of Data, pages 169-181, 1977.