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A Security Mechanism for Statistical Databases.

Leland L. Beck: A Security Mechanism for Statistical Databases. ACM Trans. Database Syst. 5(3): 316-338(1980)
@article{DBLP:journals/tods/Beck80,
  author    = {Leland L. Beck},
  title     = {A Security Mechanism for Statistical Databases},
  journal   = {ACM Trans. Database Syst.},
  volume    = {5},
  number    = {3},
  year      = {1980},
  pages     = {316-338},
  ee        = {http://doi.acm.org/10.1145/320613.320617, db/journals/tods/Beck80.html},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
BibTeX

Abstract

The problem of user inference in statistical databases is discussed and illustrated with several examples. It is assumed that the database allows "total," "average," "count," and "percentile" queries; a query may refer to any arbitrary subset of the database. Methods for protecting the security of such a database are considered; it is shown that any scheme which gives "statistically correct" answers is vulnerable to penetration. A precise definition of compromisability (in a statistical sense) is given. A general model of user inference is proposed; two special cases of this model appear to contain all previously published strategies for compromising a statistical database. A method for protecting the security of such a statistical database against these types of user inference is presented and discussed. It is shown that the number of queries required to compromise the database can be made arbitrarily large by accepting moderate increases in the variance of responses to queries. A numerical example is presented to illustrate the application of the techniques discussed.

Copyright © 1980 by the ACM, Inc., used by permission. Permission to make digital or hard copies is granted provided that copies are not made or distributed for profit or direct commercial advantage, and that copies show this notice on the first page or initial screen of a display along with the full citation.


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References

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Francis Y. L. Chin: Security in Statistical Databases for Queries with Small Counts. ACM Trans. Database Syst. 3(1): 92-104(1978) BibTeX
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Richard A. DeMillo, David P. Dobkin, Richard J. Lipton: Even Data Bases That Lie Can Be Compromised. IEEE Trans. Software Eng. 4(1): 73-75(1978) BibTeX
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Dorothy E. Denning: Secure Statistical Databases with Random Sample Queries. ACM Trans. Database Syst. 5(3): 291-315(1980) BibTeX
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Dorothy E. Denning, Peter J. Denning, Mayer D. Schwartz: The Tracker: A Threat to Statistical Database Security. ACM Trans. Database Syst. 4(1): 76-96(1979) BibTeX
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David P. Dobkin, Anita K. Jones, Richard J. Lipton: Secure Databases: Protection Against User Influence. ACM Trans. Database Syst. 4(1): 97-106(1979) BibTeX
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John B. Kam, Jeffrey D. Ullman: A Model of Statistical Databases and Their Security. ACM Trans. Database Syst. 2(1): 1-10(1977) BibTeX
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Jan Schlörer: Disclosure from Statistical Databases: Quantitative Aspects of Trackers. ACM Trans. Database Syst. 5(4): 467-492(1980) BibTeX
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Clement T. Yu, Francis Y. L. Chin: A Study on the Protection of Statistical Data Bases. SIGMOD Conference 1977: 169-181 BibTeX

Referenced by

  1. Rakesh Agrawal, Ramakrishnan Srikant: Privacy-Preserving Data Mining. SIGMOD Conference 2000: 439-450
  2. Jon M. Kleinberg, Christos H. Papadimitriou, Prabhakar Raghavan: Auditing Boolean Attributes. PODS 2000: 86-91
  3. Keishi Tajima: Static Detection of Security Flaws in Object-Oriented Databases. SIGMOD Conference 1996: 341-352
  4. Daniel Stamate, Henri Luchian, Ben Paechter: A General Model for the Answer-Perturbation Techniques. SSDBM 1994: 90-96
  5. Mary McLeish: Further Results on the Security of Partitioned Dynamic Statistical Databases. ACM Trans. Database Syst. 14(1): 98-113(1989)
  6. Nabil R. Adam, John C. Wortmann: Security-Control Methods for Statistical Databases: A Comparative Study. ACM Comput. Surv. 21(4): 515-556(1989)
  7. Michael A. Palley, Jeffrey S. Simonoff: The Use of Regression Methodology for the Compromise of Confidential Information in Statistical Databases. ACM Trans. Database Syst. 12(4): 593-608(1987)
  8. Michael A. Palley: Security of Statistical Databases - Compromise through Attribute Correlational Modeling. ICDE 1986: 67-74
  9. Chong K. Liew, Uinam J. Choi, Chung J. Liew: A Data Distortion by Probability Distribution. ACM Trans. Database Syst. 10(3): 395-411(1985)
  10. Joseph F. Traub, Yechiam Yemini, Henryk Wozniakowski: The Statistical Security of a Statistical Database. ACM Trans. Database Syst. 9(4): 672-679(1984)
  11. Ezio Lefons, Alberto Silvestri, Filippo Tangorra: An Analytic Approach to Statistical Databases. VLDB 1983: 260-274
  12. Zbigniew Michalewicz: Statistical Databases: Their Model, Query Language and Security. SSDBM 1983: 391-402
  13. Dorothy E. Denning: A Security Model for the Statistical Database Problem. SSDBM 1983: 368-390
  14. Arie Shoshani: Statistical Databases: Characteristics, Problems, and some Solutions. VLDB 1982: 208-222
  15. Steven P. Reiss, Mark J. Post, Tore Dalenius: Non-reversible Privacy Transformations. PODS 1982: 139-146
  16. Gultekin Özsoyoglu, Z. Meral Özsoyoglu: Update Handling Techniques in Statistical Databases. SSDBM 1981: 249-283
  17. Jitender S. Deogun, Vijay V. Raghavan: Query Directed Partitioning Scheme for Securing Statistical Databases. SSDBM 1981: 285-293
  18. Francis Y. L. Chin, Peter Kossowski: Efficient Inference Control for Range SUM Queries on Statistical Data Bases. SSDBM 1981: 239-248
  19. Dorothy E. Denning: Secure Statistical Databases with Random Sample Queries. ACM Trans. Database Syst. 5(3): 291-315(1980)
BibTeX
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