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Volumn 35, Issue 1, 2011, Pages 123-133

Shell-neighbor method and its application in missing data imputation

Author keywords

kNN; Mining incomplete data; Missing data imputation; Shell NN

Indexed keywords

CATEGORICAL ATTRIBUTES; CLASSIFICATION ACCURACY; CROSS-VALIDATION METHODS; DATA PREPARATION; DATA SETS; INCOMPLETE DATA; KNN; KNN IMPUTATION; MISSING DATA; MISSING VALUES; NEAREST NEIGHBORS; SHELL-NN;

EID: 79959375445     PISSN: 0924669X     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10489-009-0207-6     Document Type: Article
Times cited : (118)

References (29)
  • 1
    • 0242498488 scopus 로고    scopus 로고
    • An analysis of four missing data treatment methods for supervised learning
    • 10.1080/713827181
    • G Batista MC Monard 2003 An analysis of four missing data treatment methods for supervised learning Appl Artif Intell 17 5-6 519 533 10.1080/713827181
    • (2003) Appl Artif Intell , vol.17 , Issue.56 , pp. 519-533
    • Batista, G.1    Monard, M.C.2
  • 3
    • 1842665177 scopus 로고    scopus 로고
    • Jackknife Variance Estimation for Nearest-Neighbor Imputation
    • DOI 10.1198/016214501750332839
    • J Chen J Shao 2001 Jackknife variance estimation for nearest-neighbor imputation J Am Stat Assoc 96 260 269 1952736 1014.62008 10.1198/ 016214501750332839 (Pubitemid 33240644)
    • (2001) Journal of the American Statistical Association , vol.96 , Issue.453 , pp. 260-269
    • Chen, J.1    Shao, J.2
  • 4
    • 0002629270 scopus 로고
    • Maximum likelihood from incomplete data via the em algorithm
    • 501537 0364.62022
    • AP Dempster NM Laird D Rubin 1977 Maximum likelihood from incomplete data via the EM algorithm J R Stat Soc, Ser B 39 1 38 501537 0364.62022
    • (1977) J R Stat Soc, ser B , vol.39 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.3
  • 6
    • 0036732448 scopus 로고    scopus 로고
    • Neuro-fuzzy approach to processing inputs with missing values in pattern recognition problems
    • 1937312 1033.68093 10.1016/S0888-613X(02)00070-1
    • B Gabrys 2002 Neuro-fuzzy approach to processing inputs with missing values in pattern recognition problems Int J Approx Reason 30 3 149 179 1937312 1033.68093 10.1016/S0888-613X(02)00070-1
    • (2002) Int J Approx Reason , vol.30 , Issue.3 , pp. 149-179
    • Gabrys, B.1
  • 7
    • 1142303894 scopus 로고    scopus 로고
    • Combining labelled and unlabelled data in the design of pattern classification systems
    • 2058426 1068.68681 10.1016/j.ijar.2003.08.005
    • B Gabrys L Petrakieva 2004 Combining labelled and unlabelled data in the design of pattern classification systems Int J Approx Reason 35 3 251 273 2058426 1068.68681 10.1016/j.ijar.2003.08.005
    • (2004) Int J Approx Reason , vol.35 , Issue.3 , pp. 251-273
    • Gabrys, B.1    Petrakieva, L.2
  • 8
    • 0001551844 scopus 로고
    • Supervised learning from incomplete data via an em approach
    • Z Ghahramani M Jordan 1994 Supervised learning from incomplete data via an EM approach Adv Neural Inf Process Syst 6 120 127
    • (1994) Adv Neural Inf Process Syst , vol.6 , pp. 120-127
    • Ghahramani, Z.1    Jordan, M.2
  • 13
    • 0005180705 scopus 로고    scopus 로고
    • An information-theoretic definition of similarity
    • Lin D (1998) An information-theoretic definition of similarity. In: ICML-98, pp 296-304
    • (1998) ICML-98 , pp. 296-304
    • Lin, D.1
  • 17
    • 0031151347 scopus 로고    scopus 로고
    • Symmetry breaking and training from incomplete data with radial basis Boltzmann machines
    • 10.1142/S0129065797000318
    • MJ Nijman HJ Kappen 1997 Symmetry breaking and training from incomplete data with radial basis Boltzmann machines Int J Neural Syst 8 3 301 315 10.1142/S0129065797000318
    • (1997) Int J Neural Syst , vol.8 , Issue.3 , pp. 301-315
    • Nijman, M.J.1    Kappen, H.J.2
  • 18
    • 37648999130 scopus 로고    scopus 로고
    • Comparison of two approaches for handling missing covariates in logistic regression
    • 2416508
    • C Peng J Zhu 2008 Comparison of two approaches for handling missing covariates in logistic regression Educ Psychol Meas 68 1 58 77 2416508
    • (2008) Educ Psychol Meas , vol.68 , Issue.1 , pp. 58-77
    • Peng, C.1    Zhu, J.2
  • 19
    • 34250704657 scopus 로고    scopus 로고
    • Semi-parametric optimization for missing data imputation
    • DOI 10.1007/s10489-006-0032-0
    • YS Qin, et al. 2007 Semi-parametric optimization for missing data imputation Appl Intell 27 1 79 88 1189.68124 10.1007/s10489-006-0032-0 (Pubitemid 46960845)
    • (2007) Applied Intelligence , vol.27 , Issue.1 , pp. 79-88
    • Qin, Y.1    Zhang, S.2    Zhu, X.3    Zhang, J.4    Zhang, C.5
  • 21
    • 0017133178 scopus 로고
    • Inference and missing data
    • 455196 0344.62034 10.1093/biomet/63.3.581
    • D Rubin, et al. 1976 Inference and missing data Biometrika 63 3 581 592 455196 0344.62034 10.1093/biomet/63.3.581
    • (1976) Biometrika , vol.63 , Issue.3 , pp. 581-592
    • Rubin, D.1
  • 23
    • 85047673373 scopus 로고    scopus 로고
    • Missing data: Our view of the state of the art
    • 10.1037/1082-989X.7.2.147
    • J Schafer J Graham 2002 Missing data: Our view of the state of the art Psychol Methods 7 2 147 177 10.1037/1082-989X.7.2.147
    • (2002) Psychol Methods , vol.7 , Issue.2 , pp. 147-177
    • Schafer, J.1    Graham, J.2
  • 25
    • 38149046554 scopus 로고    scopus 로고
    • GBKII: An imputation method for missing values
    • 2007
    • Zhang CQ et al (2007) GBKII: an imputation method for missing values. PAKDD-07, 2007, pp 1080-1087
    • (2007) PAKDD-07 , pp. 1080-1087
    • Zhang, C.Q.1
  • 26
    • 77955230230 scopus 로고    scopus 로고
    • Parimputation: From imputation and null-imputation to partially imputation
    • SC Zhang 2008 Parimputation: from imputation and null-imputation to partially imputation IEEE Intell Inf Bull 9 1 32 38
    • (2008) IEEE Intell Inf Bull , vol.9 , Issue.1 , pp. 32-38
    • Zhang, S.C.1
  • 27
  • 28
    • 74249102378 scopus 로고    scopus 로고
    • Missing value imputation based on data clustering
    • 10.1007/978-3-540-79299-4-7
    • SC Zhang, et al. 2008 Missing value imputation based on data clustering Trans Comput Sci J 1 128 138 10.1007/978-3-540-79299-4-7
    • (2008) Trans Comput Sci J , vol.1 , pp. 128-138
    • Zhang, S.C.1
  • 29
    • 2142657869 scopus 로고    scopus 로고
    • Information enhancement for data mining
    • 10.1109/MIS.2004.1274905
    • SC Zhang CQ Zhang Q Yang 2004 Information enhancement for data mining IEEE Intell Syst 19 12 13 10.1109/MIS.2004.1274905
    • (2004) IEEE Intell Syst , vol.19 , pp. 12-13
    • Zhang, S.C.1    Zhang, C.Q.2    Yang, Q.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.