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Volumn , Issue , 2012, Pages 2827-2832

Missing categorical data imputation approach based on similarity

Author keywords

data mining; missing data imputation; rough set; similarity

Indexed keywords

BENCHMARK DATA; CATEGORICAL DATA; INCOMPLETE DATA; MISSING DATA; OBJECT SETS; ROUGH SET; SIMILARITY; SIMILARITY MATRIX; SIMILARITY MODELS; TIME EFFICIENCIES;

EID: 84872403052     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2012.6378177     Document Type: Conference Paper
Times cited : (20)

References (15)
  • 3
    • 37249058009 scopus 로고    scopus 로고
    • Attribute reduction based on evidence theory in incomplete decision systems
    • W. Z. Wu, Attribute reduction based on evidence theory in incomplete decision systems. Information Sciences, vol. 178, no. 5, pp. 1355-1371,2008.
    • (2008) Information Sciences , vol.178 , Issue.5 , pp. 1355-1371
    • Wu, W.Z.1
  • 4
    • 84965572693 scopus 로고
    • The analysis of social science data with missing values
    • R. J. Little and D. B. Rubin, The analysis of social science data with missing values. Sociological Methods and Research, vol. 18, pp.292-326, 1990.
    • (1990) Sociological Methods and Research , vol.18 , pp. 292-326
    • Little, R.J.1    Rubin, D.B.2
  • 5
    • 79954528264 scopus 로고    scopus 로고
    • Nonparametric regression with Predictors missing at random
    • E. Sam, Nonparametric regression with Predictors missing at random. Journal of the American Statistical Association, vol. 106, no. 493, pp. 306-319, 2011.
    • (2011) Journal of the American Statistical Association , vol.106 , Issue.493 , pp. 306-319
    • Sam, E.1
  • 6
    • 77956287782 scopus 로고    scopus 로고
    • Modeling method with missing values based on clustering and support vector regression
    • L. Wang, D. M. Fu, Q. Li and et al, Modeling method with missing values based on clustering and support vector regression. Journal of Systems Engineering and Electronics, vol. 21, no. 1, pp.142-147, 2010.
    • (2010) Journal of Systems Engineering and Electronics , vol.21 , Issue.1 , pp. 142-147
    • Wang, L.1    Fu, D.M.2    Li, Q.3
  • 7
    • 77953613557 scopus 로고    scopus 로고
    • Probabilistic principal component analysis with expectation maximization (PPCA-EM) facilitates volume classification and estimates the missing data
    • L. B. Yu, R. S. Robert, R. Teresa and et al, Probabilistic principal component analysis with expectation maximization (PPCA-EM) facilitates volume classification and estimates the missing data. Journal of Structural Biology, vol. 171. no. 1, pp. 18-30, 2010.
    • (2010) Journal of Structural Biology , vol.171 , Issue.1 , pp. 18-30
    • Yu, L.B.1    Robert, R.S.2    Teresa, R.3
  • 8
    • 13244298228 scopus 로고    scopus 로고
    • Reuse of Imputed Data in Microarray Analysis Increases Imputation Efficiency
    • Y. K. Kim, B. J. Kim and G. S. Yi, Reuse of Imputed Data in Microarray Analysis Increases Imputation Efficiency. BMC Bioinformatics, vol. 5, no. 1, pp.160, 2004.
    • (2004) BMC Bioinformatics , vol.5 , Issue.1 , pp. 160
    • Kim, Y.K.1    Kim, B.J.2    Yi, G.S.3
  • 10
    • 84863286619 scopus 로고    scopus 로고
    • Missing value estimation for gene expression data based on Mahalanobis distance
    • T. Yang, J. W. Luo, Y. Wang and et al, Missing value estimation for gene expression data based on Mahalanobis distance.Journal of Computer Applications, vol. 25, no. 12, pp. 2868-2871,2005.
    • (2005) Journal of Computer Applications , vol.25 , Issue.12 , pp. 2868-2871
    • Yang, T.1    Luo, J.W.2    Wang, Y.3
  • 14
    • 0032294902 scopus 로고    scopus 로고
    • Rough Set Approach to Incomplete Information System
    • Krysikiewicz. M, Rough Set Approach to Incomplete Information System. Information Sciences, vol. 112, no. 1-4, pp. 39-49, 1998.
    • (1998) Information Sciences , vol.112 , Issue.1-4 , pp. 39-49
    • Krysikiewicz, M.1
  • 15
    • 0033079944 scopus 로고    scopus 로고
    • Rules in Incomplete Information Systems
    • Kryszkiewicz. M, Rules in Incomplete Information Systems. Information Sciences, vol. 113, no. 3-4, pp. 271-292,1999.
    • (1999) Information Sciences , vol.113 , Issue.3-4 , pp. 271-292
    • Kryszkiewicz, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.