메뉴 건너뛰기




Volumn , Issue , 2016, Pages 110-119

Using loglinear model for discrimination discovery and prevention

Author keywords

Discrimination discovery; Discrimination prevention; Loglinear modeling

Indexed keywords

COEFFICIENT VALUES; CONDITIONAL INDEPENDENCES; DECISION ATTRIBUTE; DISCRIMINATION DISCOVERY; DISCRIMINATION PREVENTION; EMPIRICAL EVALUATIONS; LOGLINEAR MODEL; MULTIPLE DECISION ATTRIBUTES; NOCV2;

EID: 85011266702     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/DSAA.2016.18     Document Type: Conference Paper
Times cited : (14)

References (27)
  • 1
    • 84878282973 scopus 로고    scopus 로고
    • A methodology for direct and indirect discrimination prevention in data mining
    • S. Hajian and J. Domingo-Ferrer, "A methodology for direct and indirect discrimination prevention in data mining, " TKDE, vol. 25, no. 7, pp. 1445-1459, 2013.
    • (2013) TKDE , vol.25 , Issue.7 , pp. 1445-1459
    • Hajian, S.1    Domingo-Ferrer, J.2
  • 2
    • 84867097035 scopus 로고    scopus 로고
    • Data preprocessing techniques for classification without discrimination
    • F. Kamiran and T. Calders, "Data preprocessing techniques for classification without discrimination, " KAIS, vol. 33, no. 1, pp. 1-33, 2012.
    • (2012) KAIS , vol.33 , Issue.1 , pp. 1-33
    • Kamiran, F.1    Calders, T.2
  • 3
    • 77953188096 scopus 로고    scopus 로고
    • Data mining for discrimination discovery
    • S. Ruggieri, D. Pedreschi, and F. Turini, "Data mining for discrimination discovery, " TKDD, vol. 4, no. 2, p. 9, 2010.
    • (2010) TKDD , vol.4 , Issue.2 , pp. 9
    • Ruggieri, S.1    Pedreschi, D.2    Turini, F.3
  • 4
    • 84900849170 scopus 로고    scopus 로고
    • A multidisciplinary survey on discrimination analysis
    • A. Romei and S. Ruggieri, "A multidisciplinary survey on discrimination analysis, " The Knowledge Engineering Review, vol. 29, no. 05, pp. 582-638, 2014.
    • (2014) The Knowledge Engineering Review , vol.29 , Issue.5 , pp. 582-638
    • Romei, A.1    Ruggieri, S.2
  • 5
    • 84857174738 scopus 로고    scopus 로고
    • Handling conditional discrimination
    • IEEE
    • I. Zliobaite, F. Kamiran, and T. Calders, "Handling conditional discrimination, " ICDM, IEEE, 2011, pp. 992-1001.
    • (2011) ICDM , pp. 992-1001
    • Zliobaite, I.1    Kamiran, F.2    Calders, T.3
  • 6
    • 79951740264 scopus 로고    scopus 로고
    • Discrimination aware decision tree learning
    • IEEE
    • F. Kamiran, T. Calders, and M. Pechenizkiy, "Discrimination aware decision tree learning, " ICDM, IEEE, 2010, pp. 869-874.
    • (2010) ICDM , pp. 869-874
    • Kamiran, F.1    Calders, T.2    Pechenizkiy, M.3
  • 7
    • 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, vol. 21, no. 2, pp. 277-292, 2010.
    • (2010) DMKD , vol.21 , Issue.2 , pp. 277-292
    • Calders, T.1    Verwer, S.2
  • 8
    • 65449163899 scopus 로고    scopus 로고
    • Discrimination-Aware data mining
    • D. Pedreshi, S. Ruggieri, and F. Turini, "Discrimination-Aware data mining, " KDD, ACM, 2008, pp. 560-568.
    • (2008) KDD ACM , pp. 560-568
    • Pedreshi, D.1    Ruggieri, S.2    Turini, F.3
  • 9
    • 72749094725 scopus 로고    scopus 로고
    • Measuring discrimination in socially-sensitive decision records
    • D. Pedreschi, S. Ruggieri, and F. Turini, "Measuring discrimination in socially-sensitive decision records, " SDM, 2009.
    • (2009) SDM
    • Pedreschi, D.1    Ruggieri, S.2    Turini, F.3
  • 10
    • 80052678955 scopus 로고    scopus 로고
    • K-nn as an implementation of situation testing for discrimination discovery and prevention
    • B. T. Luong, S. Ruggieri, and F. Turini, "K-nn as an implementation of situation testing for discrimination discovery and prevention, " KDD, ACM, 2011, pp. 502-510.
    • (2011) KDD ACM , pp. 502-510
    • Luong, B.T.1    Ruggieri, S.2    Turini, F.3
  • 11
    • 85006085637 scopus 로고    scopus 로고
    • Situation Testing-based discrimination discovery: A causal inference approach
    • L. Zhang, Y. Wu, and X. Wu. "Situation Testing-based discrimination discovery: A causal inference approach, " IJCAI, 2016.
    • IJCAI , vol.2016
    • Zhang, L.1    Wu, Y.2    Wu, X.3
  • 14
    • 84857172480 scopus 로고    scopus 로고
    • Fairness-Aware learning through regularization approach
    • IEEE
    • T. Kamishima, S. Akaho, and J. Sakuma, "Fairness-Aware learning through regularization approach, " in ICDMW. IEEE, 2011, pp. 643-650.
    • (2011) ICDMW , pp. 643-650
    • Kamishima, T.1    Akaho, S.2    Sakuma, J.3
  • 15
    • 84900866164 scopus 로고    scopus 로고
    • Combating discrimination using Bayesian networks
    • K. Mancuhan and C. Clifton, "Combating discrimination using Bayesian networks, " Artificial intelligence and law, vol. 22, no. 2, pp. 211-238, 2014.
    • (2014) Artificial Intelligence and Law , vol.22 , Issue.2 , pp. 211-238
    • Mancuhan, K.1    Clifton, C.2
  • 16
    • 85031900592 scopus 로고    scopus 로고
    • On discrimination discovery using causal networks
    • Lu Zhang, Yongkai Wu, and Xintao Wu. "On discrimination discovery using causal networks, " SBP-BRimS, 2016.
    • SBP-BRimS , vol.2016
    • Zhang, L.1    Wu, Y.2    Wu, X.3
  • 17
    • 85011284179 scopus 로고    scopus 로고
    • Exposing the probabilistic causal structure of discrimination
    • abs/1510.00552
    • F. Bonchi, S. Hajian, B. Mishra, and D. Ramazzotti. "Exposing the probabilistic causal structure of discrimination, " CoRR, abs/1510.00552, 2015.
    • (2015) CoRR
    • Bonchi, F.1    Hajian, S.2    Mishra, B.3    Ramazzotti, D.4
  • 19
    • 0035416472 scopus 로고    scopus 로고
    • Loglinear based quasi cubes
    • D. Barbaŕa and X. Wu, "Loglinear based quasi cubes, " JIIS, vol. 16, no. 3, pp. 255-276, 2001.
    • (2001) JIIS , vol.16 , Issue.3 , pp. 255-276
    • Barbaŕa, D.1    Wu, X.2
  • 20
    • 26944470512 scopus 로고    scopus 로고
    • Screening and interpreting multi-item associations based on log-linear modeling
    • ACM
    • X. Wu, D. Barbar, and Y. Ye, "Screening and interpreting multi-item associations based on log-linear modeling." KDD. ACM, 2003, pp. 276-285.
    • (2003) KDD , pp. 276-285
    • Wu, X.1    Barbar, D.2    Ye, Y.3
  • 21
    • 84890506262 scopus 로고    scopus 로고
    • Discovery-driven exploration of olap data cubes
    • S. Sarawagi, R. Agrawal, and N. Megiddo, "Discovery-driven exploration of olap data cubes, " in EDBT, 1998, pp. 168-182.
    • (1998) EDBT , pp. 168-182
    • Sarawagi, S.1    Agrawal, R.2    Megiddo, N.3
  • 22
    • 0003756375 scopus 로고
    • Discrete multivariate analysis: Theory and practice
    • Press
    • Y. M. Bishop, S. E. Fienberg, and P. W. Holland, Discrete Multivariate Analysis: Theory and Practice. The MIT Press, 1975.
    • (1975) The MIT
    • Bishop, Y.M.1    Fienberg, S.E.2    Holland, P.W.3
  • 23
    • 0001241160 scopus 로고
    • On simpsons paradox and the sure-Thing principle
    • C. R. Blyth, "On simpsons paradox and the sure-Thing principle, " Journal of the American Statistical Association, vol. 67, no. 338, pp. 364-366, 1972.
    • (1972) Journal of the American Statistical Association , vol.67 , Issue.338 , pp. 364-366
    • Blyth, C.R.1
  • 24
    • 0001619224 scopus 로고
    • Interpreting higher order interactions in loglinear analysis
    • G. C. Elliott, "Interpreting higher order interactions in loglinear analysis." Psychological Bulletin, vol. 103, no. 1, p. 121, 1988.
    • (1988) Psychological Bulletin , vol.103 , Issue.1 , pp. 121
    • Elliott, G.C.1
  • 25
    • 84940398039 scopus 로고
    • The analysis of multidimensional contingency tables: Stepwise procedures and direct estimation methods for building models for multiple classifications
    • L. A. Goodman, "The analysis of multidimensional contingency tables: Stepwise procedures and direct estimation methods for building models for multiple classifications, " Technometrics, vol. 13, no. 1, pp. 33-61, 1971.
    • (1971) Technometrics , vol.13 , Issue.1 , pp. 33-61
    • Goodman, L.A.1
  • 27
    • 84936937505 scopus 로고    scopus 로고
    • A statistically efficient and scalable method for log-linear analysis of highdimensional data
    • F. Petitjean, L. Allison, and G. I. Webb, "A statistically efficient and scalable method for log-linear analysis of highdimensional data, " ICDM, 2014, pp. 480-489.
    • (2014) ICDM , pp. 480-489
    • Petitjean, F.1    Allison, L.2    Webb, G.I.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.