메뉴 건너뛰기




Volumn 55, Issue 4, 2008, Pages 714-732

A polynomial-time approximation to optimal multivariate microaggregation

Author keywords

Approximation algorithms; k anonymity; Microaggregation; Microdata protection; Privacy; Statistical databases; Statistical disclosure control

Indexed keywords

DATA REDUCTION; DATABASE SYSTEMS; OPTIMIZATION; PARAMETER ESTIMATION; POLYNOMIALS; STATISTICAL METHODS;

EID: 37649020602     PISSN: 08981221     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.camwa.2007.04.034     Document Type: Article
Times cited : (94)

References (48)
  • 1
    • 37649015442 scopus 로고    scopus 로고
    • CASC, Computational Aspects of Statistical Confidentiality, European Project IST-2000-25069 CASC. http://neon.vb.cbs.nl/casc, 2001-2004
  • 2
    • 37649019981 scopus 로고    scopus 로고
    • HIPAA, Health Insurance Portability and Accountability Act. http://www.hhs.gov/ocr/hipaa/, 2004
  • 4
    • 37649020868 scopus 로고    scopus 로고
    • EuroPrivacy, European privacy regulations. http://europa.eu.int/comm/internal_market/privacy/law_en.htm, 2005
  • 5
    • 37649020406 scopus 로고    scopus 로고
    • USPrivacy, US privacy regulations. http://www.media-awareness.ca/english/issues/privacy/us_legislation_privacy.cfm, 2005
  • 7
    • 35048816446 scopus 로고    scopus 로고
    • Survey on methods for tabular data protection in ARGUS
    • Privacy in Statistical Databases. Domingo-Ferrer J., and Torra V. (Eds), Springer, Berlin, Heidelberg
    • Giessing S. Survey on methods for tabular data protection in ARGUS. Privacy in Statistical Databases. In: Domingo-Ferrer J., and Torra V. (Eds). Lecture Notes in Computer Science vol. 3050 (2004), Springer, Berlin, Heidelberg 1-13
    • (2004) Lecture Notes in Computer Science , vol.3050 , pp. 1-13
    • Giessing, S.1
  • 8
    • 0019149034 scopus 로고
    • Disclosure from statistical databases: Quantitative aspects of trackers
    • Schlörer J. Disclosure from statistical databases: Quantitative aspects of trackers. ACM Transactions on Database Systems 5 (1980) 467-492
    • (1980) ACM Transactions on Database Systems , vol.5 , pp. 467-492
    • Schlörer, J.1
  • 10
    • 2242464139 scopus 로고    scopus 로고
    • Optimal disclosure limitation strategy in statistical databases: Deterring tracker attacks through additive noise
    • Duncan G.T., and Mukherjee S. Optimal disclosure limitation strategy in statistical databases: Deterring tracker attacks through additive noise. Journal of the American Statistical Association 95 (2000) 720-729
    • (2000) Journal of the American Statistical Association , vol.95 , pp. 720-729
    • Duncan, G.T.1    Mukherjee, S.2
  • 11
    • 33749644185 scopus 로고    scopus 로고
    • New approaches to disclosure limitation while answering queries to a database: Protecting numerical confidential data against insider threat based on data and algorithms
    • IEEE Computer Society, Kauai, HI
    • Garfinkel R., Gopal R., and Rice D. New approaches to disclosure limitation while answering queries to a database: Protecting numerical confidential data against insider threat based on data and algorithms. Proc. of the 39th Annual Hawaii International Conference on System Sciences-HICSS 2006 (2006), IEEE Computer Society, Kauai, HI
    • (2006) Proc. of the 39th Annual Hawaii International Conference on System Sciences-HICSS 2006
    • Garfinkel, R.1    Gopal, R.2    Rice, D.3
  • 13
    • 37649010061 scopus 로고    scopus 로고
    • D. Pagliuca, G. Seri, Some results of the individual ranking method on the system of enterprise accounts annual survey, ESPRIT SDC Project, Deliverable MI-3/D2.11, 1999
  • 14
    • 33747030341 scopus 로고    scopus 로고
    • Erste Ergebnisse von vergleichenden Untersuchungen mit anonymisierten und nicht anonymisierten Einzeldaten am Beispiel der Kostenstrukturerhebung und der Umsatzsteuerstatistik
    • Ronning G., and Gnoss R. (Eds), Statistisches Bundesamt, Wiesbaden
    • Rosemann M. Erste Ergebnisse von vergleichenden Untersuchungen mit anonymisierten und nicht anonymisierten Einzeldaten am Beispiel der Kostenstrukturerhebung und der Umsatzsteuerstatistik. In: Ronning G., and Gnoss R. (Eds). Anonymisierung wirtschaftsstatistischer Einzeldaten (2003), Statistisches Bundesamt, Wiesbaden 154-183
    • (2003) Anonymisierung wirtschaftsstatistischer Einzeldaten , pp. 154-183
    • Rosemann, M.1
  • 15
    • 37649000129 scopus 로고    scopus 로고
    • R. Lenz, D. Vorgrimler, Matching German turnover tax statistics, FDZ-Arbeitspapier Nr. 4, Statistische Ämter des Bundes und der Länder-Forschungsdatenzentren, 2005
  • 16
    • 37649007373 scopus 로고    scopus 로고
    • UNECE, United Nations Economic Commission for Europe. Questionnaire on disclosure and confidentiality - Summary of replies, in: 2nd Joint UNECE/Eurostat Work Session on Statistical Data Confidentiality, Skopje, Macedonia, 2001
  • 17
    • 0000072558 scopus 로고
    • Finding a needle in a haystack - or identifying anonymous census records
    • Dalenius T. Finding a needle in a haystack - or identifying anonymous census records. Journal of Official Statistics 2 3 (1986) 329-336
    • (1986) Journal of Official Statistics , vol.2 , Issue.3 , pp. 329-336
    • Dalenius, T.1
  • 20
    • 0036971583 scopus 로고    scopus 로고
    • Perturbing non-normal confidential: The Copula approach
    • Sarathy R., Muralidhar K., and Parsa R. Perturbing non-normal confidential: The Copula approach. Management Science 48 12 (2002) 1613-1627
    • (2002) Management Science , vol.48 , Issue.12 , pp. 1613-1627
    • Sarathy, R.1    Muralidhar, K.2    Parsa, R.3
  • 21
    • 0036909696 scopus 로고    scopus 로고
    • The security of confidential numerical data in databases
    • Sarathy R., and Muralidhar K. The security of confidential numerical data in databases. Information Systems Research 13 4 (2002) 389-403
    • (2002) Information Systems Research , vol.13 , Issue.4 , pp. 389-403
    • Sarathy, R.1    Muralidhar, K.2
  • 23
    • 37649000737 scopus 로고    scopus 로고
    • R. Moore, Controlled data swapping techniques for masking public use microdata sets, US Bureau of the Census, Washington DC, 1996 (unpublished manuscript)
  • 24
    • 84949472056 scopus 로고    scopus 로고
    • Microdata protection through noise addition
    • Inference Control in Statistical Databases. Domingo-Ferrer J. (Ed), Springer, Berlin, Heidelberg
    • Brand R. Microdata protection through noise addition. Inference Control in Statistical Databases. In: Domingo-Ferrer J. (Ed). Lecture Notes in Computer Science vol. 2316 (2002), Springer, Berlin, Heidelberg 97-116
    • (2002) Lecture Notes in Computer Science , vol.2316 , pp. 97-116
    • Brand, R.1
  • 26
    • 26944440252 scopus 로고    scopus 로고
    • Microaggregation for categorical variables: A median based approach
    • Privacy in Statistical Databases. Domingo-Ferrer J., and Torra V. (Eds), Springer, Berlin, Heidelberg
    • Torra V. Microaggregation for categorical variables: A median based approach. Privacy in Statistical Databases. In: Domingo-Ferrer J., and Torra V. (Eds). Lecture Notes in Computer Science vol. 3050 (2004), Springer, Berlin, Heidelberg 162-174
    • (2004) Lecture Notes in Computer Science , vol.3050 , pp. 162-174
    • Torra, V.1
  • 27
    • 26944448516 scopus 로고    scopus 로고
    • Ordinal, continuous and heterogenerous k-anonymity through microaggregation
    • Domingo-Ferrer J., and Torra V. Ordinal, continuous and heterogenerous k-anonymity through microaggregation. Data Mining and Knowledge Discovery 11 2 (2005) 195-212
    • (2005) Data Mining and Knowledge Discovery , vol.11 , Issue.2 , pp. 195-212
    • Domingo-Ferrer, J.1    Torra, V.2
  • 28
  • 30
    • 84970541720 scopus 로고
    • Multidimensional group analysis
    • Jancey R.C. Multidimensional group analysis. Australian Journal of Botany 14 (1966) 127-130
    • (1966) Australian Journal of Botany , vol.14 , pp. 127-130
    • Jancey, R.C.1
  • 31
    • 37649003029 scopus 로고    scopus 로고
    • J.B. MacQueen, Some methods for classification and analysis of multivariate observations, in: Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability, vol. 1, 1967, pp. 281-297
  • 32
    • 0017402076 scopus 로고
    • An algorithm for Euclidean sum of squares classification
    • Gordon A.D., and Henderson J.T. An algorithm for Euclidean sum of squares classification. Biometrics 33 (1977) 355-362
    • (1977) Biometrics , vol.33 , pp. 355-362
    • Gordon, A.D.1    Henderson, J.T.2
  • 33
    • 0032395795 scopus 로고    scopus 로고
    • Minimum sum of squares clustering in a low dimensional space
    • Hansen P., Jaumard B., and Mladenovic N. Minimum sum of squares clustering in a low dimensional space. Journal of Classification 15 (1998) 37-55
    • (1998) Journal of Classification , vol.15 , pp. 37-55
    • Hansen, P.1    Jaumard, B.2    Mladenovic, N.3
  • 37
  • 38
    • 37649025304 scopus 로고    scopus 로고
    • A. Hundepool, A. Van de Wetering, R. Ramaswamy, L. Franconi, A. Capobianchi, P.-P. DeWolf, J. Domingo-Ferrer, V. Torra, R. Brand, S. Giessing, μ-ARGUS Version 4.0.2 Software and User's Manual, Statistics Netherlands, Voorburg, NL. http://neon.vb.cbs.nl/casc, 2005
  • 40
    • 37649017655 scopus 로고    scopus 로고
    • P. Samarati, L. Sweeney, Protecting privacy when disclosing information: k-anonymity and its enforcement through generalization and suppression, Tech. Rep., SRI International, 1998
  • 43
    • 37649017510 scopus 로고    scopus 로고
    • G. Aggarwal, T. Feder, K. Kenthapadi, R. Motwani, R. Panigrahy, D. Thomas, A. Zhu, Approximation algorithms for k-anonymity, Journal of Privacy Technology, Paper No. 20051120001. http://www.jopt.org/papers.html, 2005
  • 44
    • 37649005045 scopus 로고    scopus 로고
    • R. Brand, J. Domingo-Ferrer, J.M. Mateo-Sanz, Reference data sets to test and compare SDC methods for protection of numerical microdata, European Project IST-2000-25069 CASC. http://neon.vb.cbs.nl/casc, 2002
  • 45
    • 20244376130 scopus 로고    scopus 로고
    • Comparing SDC methods for microdata on the basis of information loss and disclosure risk
    • Eurostat, Luxemburg
    • Domingo-Ferrer J., Mateo-Sanz J.M., and Torra V. Comparing SDC methods for microdata on the basis of information loss and disclosure risk. Pre-proceedings of ETK-NTTS'2001 vol. 2 (2001), Eurostat, Luxemburg 807-826
    • (2001) Pre-proceedings of ETK-NTTS'2001 , vol.2 , pp. 807-826
    • Domingo-Ferrer, J.1    Mateo-Sanz, J.M.2    Torra, V.3
  • 46
    • 84949476900 scopus 로고    scopus 로고
    • LHS-based hybrid microdata vs rank swapping and microaggregation for numeric microdata protection
    • Inference Control in Statistical Databases. Domingo-Ferrer J. (Ed), Springer, Berlin, Heidelberg
    • Dandekar R., Domingo-Ferrer J., and Sebé F. LHS-based hybrid microdata vs rank swapping and microaggregation for numeric microdata protection. Inference Control in Statistical Databases. In: Domingo-Ferrer J. (Ed). Lecture Notes in Computer Science vol. 2316 (2002), Springer, Berlin, Heidelberg 153-162
    • (2002) Lecture Notes in Computer Science , vol.2316 , pp. 153-162
    • Dandekar, R.1    Domingo-Ferrer, J.2    Sebé, F.3
  • 47
    • 84949456343 scopus 로고    scopus 로고
    • Disclosure risk assessment in perturbative microdata protection
    • Inference Control in Statistical Databases. Domingo-Ferrer J. (Ed), Springer, Berlin, Heidelberg
    • Yancey W.E., Winkler W.E., and Creecy R.H. Disclosure risk assessment in perturbative microdata protection. In: Domingo-Ferrer J. (Ed). Inference Control in Statistical Databases. Lecture Notes in Computer Science vol. 2316 (2002), Springer, Berlin, Heidelberg 135-152
    • (2002) Lecture Notes in Computer Science , vol.2316 , pp. 135-152
    • Yancey, W.E.1    Winkler, W.E.2    Creecy, R.H.3
  • 48
    • 84958970790 scopus 로고    scopus 로고
    • Optimal multivariate 2-microaggregation for microdata protection: A 2-approximation
    • Privacy in Statistical Databases-PSD 2006. Domingo-Ferrer J., and Franconi L. (Eds), Springer, Berlin, Heidelberg
    • Domingo-Ferrer J., and Sebé F. Optimal multivariate 2-microaggregation for microdata protection: A 2-approximation. In: Domingo-Ferrer J., and Franconi L. (Eds). Privacy in Statistical Databases-PSD 2006. Lecture Notes in Computer Science vol. 4302 (2006), Springer, Berlin, Heidelberg 129-138
    • (2006) Lecture Notes in Computer Science , vol.4302 , pp. 129-138
    • Domingo-Ferrer, J.1    Sebé, F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.