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Volumn , Issue , 2012, Pages 352-359

A study on the impact of data anonymization on anti-discrimination

Author keywords

Anti discrimination; Classification rules; Data anonymization; Generalization; Privacy; Suppression

Indexed keywords

ANTI-DISCRIMINATION; CLASSIFICATION RULES; DATA ANONYMIZATION; GENERALIZATION; SUPPRESSION;

EID: 84873110204     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2012.19     Document Type: Conference Paper
Times cited : (16)

References (27)
  • 2
    • 0041783510 scopus 로고    scopus 로고
    • Privacy preserving data mining
    • ACM
    • R. Agrawal and R. Srikant. Privacy preserving data mining. In SIGMOD 2000, pp. 439-450, ACM, 2000.
    • (2000) SIGMOD 2000 , pp. 439-450
    • Agrawal, R.1    Srikant, R.2
  • 3
    • 84873169796 scopus 로고    scopus 로고
    • (a) Equal Opportunity Act - Victoria State, (b) Anti-Discrimination Act - Queens- land State
    • Australian Legislation. (a) Equal Opportunity Act - Victoria State, (b) Anti-Discrimination Act - Queens- land State, 2008. http://www.austlii.edu.au.
    • (2008) Australian Legislation
  • 4
    • 78049380152 scopus 로고    scopus 로고
    • Remote data access and the risk of disclosure from linear regression: An empirical study
    • LNCS 6344, Springer
    • P. Bleninger, J. Drechsler and G. Ronning, "Remote data access and the risk of disclosure from linear regression: an empirical study", in Privacy in Statistical Databases-PSD 2010, LNCS 6344, Springer, 2010, pp. 220-233.
    • (2010) Privacy in Statistical Databases-PSD 2010 , pp. 220-233
    • Bleninger, P.1    Drechsler, J.2    Ronning, G.3
  • 5
    • 77958063401 scopus 로고    scopus 로고
    • Three naive Bayes approaches for discrimination-free classification
    • T. Calders and S. Verwer. Three naive Bayes approaches for discrimination-free classification. DMKD Journal, 21(2):277-292, 2010.
    • (2010) DMKD Journal , vol.21 , Issue.2 , pp. 277-292
    • Calders, T.1    Verwer, S.2
  • 8
    • 84873145677 scopus 로고    scopus 로고
    • (a) Race Equality Directive, 2000; (b) Employment Equality Directive, 2000; (c) Equal treatment of persons
    • European Union Legislation, (a) Race Equality Directive, 2000; (b) Employment Equality Directive, 2000; (c) Equal treatment of persons, 2009.
    • (2009) European Union Legislation
  • 10
    • 79961133426 scopus 로고    scopus 로고
    • Rule protection for indirect discrimination prevention in data mining
    • LNCS 6820
    • S. Hajian, J. Domingo-Ferrer and A. Martínez-Ballesté. Rule protection for indirect discrimination prevention in data mining. In MDAI 2011, LNCS 6820, pp. 211-222, 2011.
    • (2011) MDAI 2011 , pp. 211-222
    • Hajian, S.1    Domingo-Ferrer, J.2    Martínez-Ballesté, A.3
  • 11
    • 84873187181 scopus 로고    scopus 로고
    • A methodology for direct and indirect discrimination prevention in data mining
    • 22 March. IEEE Computer Society Digital Library
    • S. Hajian and J. Domingo-Ferrer, "A methodology for direct and indirect discrimination prevention in data mining," IEEE TKDE, 22 March 2012. IEEE computer Society Digital Library.
    • (2012) IEEE TKDE
    • Hajian, S.1    Domingo-Ferrer, J.2
  • 13
    • 84873187566 scopus 로고    scopus 로고
    • Classification without discrimination
    • F. Kamiran and T. Calders. Classification without discrimination. In IEEE IC4 2009, 2009.
    • (2009) IEEE IC4 2009
    • Kamiran, F.1    Calders, T.2
  • 15
    • 79951740264 scopus 로고    scopus 로고
    • Discrimination aware decision tree learning
    • IEEE
    • F. Kamiran, T. Calders and M. Pechenizkiy. Discrimination aware decision tree learning. In ICDM 2010, pp. 869-874. IEEE, 2010.
    • (2010) ICDM 2010 , pp. 869-874
    • Kamiran, F.1    Calders, T.2    Pechenizkiy, M.3
  • 17
    • 84974555530 scopus 로고    scopus 로고
    • Privacy preserving data mining
    • LNCS 1880, Springer
    • Y. Lindell and B. Pinkas, "Privacy preserving data mining", in Advances in Cryptology-CRYPTO'00, LNCS 1880, Springer, 2000, pp. 36-53.
    • (2000) Advances in Cryptology-CRYPTO'00 , pp. 36-53
    • Lindell, Y.1    Pinkas, B.2
  • 19
    • 65449163899 scopus 로고    scopus 로고
    • Discrimination-aware data mining
    • ACM
    • D. Pedreschi, S. Ruggieri and F. Turini. Discrimination-aware data mining. In KDD 2008, pp. 560-568. ACM, 2008.
    • (2008) KDD 2008 , pp. 560-568
    • Pedreschi, D.1    Ruggieri, S.2    Turini, F.3
  • 20
    • 72749094725 scopus 로고    scopus 로고
    • Measuring discrimination in socially-sensitive decision records
    • SIAM
    • D. Pedreschi, S. Ruggieri and F. Turini. Measuring discrimination in socially-sensitive decision records. In SDM 2009, pp. 581-592. SIAM, 2009.
    • (2009) SDM 2009 , pp. 581-592
    • Pedreschi, D.1    Ruggieri, S.2    Turini, F.3
  • 21
    • 77953188096 scopus 로고    scopus 로고
    • Data mining for discrimination discovery
    • Article 9, ACM, New York
    • S. Ruggieri, D. Pedreschi and F. Turini. Data mining for discrimination discovery. ACM TKDD, 4(2) Article 9, ACM, New York, 2010.
    • (2010) ACM TKDD , vol.4 , Issue.2
    • Ruggieri, S.1    Pedreschi, D.2    Turini, F.3
  • 22
    • 0035517699 scopus 로고    scopus 로고
    • Protecting respondents' identities in microdata release
    • P. Samarati. Protecting respondents' identities in microdata release. IEEE TKDE, 13(6):1010-1027, 2001.
    • (2001) IEEE TKDE , vol.13 , Issue.6 , pp. 1010-1027
    • Samarati, P.1
  • 25
    • 80052678955 scopus 로고    scopus 로고
    • K-NN as an implementation of situation testing for discrimination discovery and prevention
    • ACM
    • B. L. Thanh, S. Ruggieri and F. Turini, "k-NN as an implementation of situation testing for discrimination discovery and prevention", in KDD 2011, pp. 502-510. ACM, 2011.
    • (2011) KDD 2011 , pp. 502-510
    • Thanh, B.L.1    Ruggieri, S.2    Turini, F.3
  • 26
    • 84873146129 scopus 로고
    • United States Congress
    • United States Congress, US Equal Pay Act, 1963.
    • (1963) US Equal Pay Act
  • 27
    • 84857174738 scopus 로고    scopus 로고
    • Handling conditional discrimination
    • IEEE
    • I. Zliobaite, F. Kamiran, T.Calders, "Handling Conditional Discrimination", ICDM 2011, pp. 992-1001. IEEE, 2011.
    • (2011) ICDM 2011 , pp. 992-1001
    • Zliobaite, I.1    Kamiran, F.2    Calders, T.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.