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Volumn 64, Issue 5, 2013, Pages 402-406

The prevention and handling of the missing data

Author keywords

Expectation maximization; Imputation; Missing data; Sensitivity analysis

Indexed keywords

DATA ANALYSIS; MATERIALS HANDLING; MAXIMUM LIKELIHOOD METHOD; MISSING DATA; RANDOM ERROR; REVIEW; SENSITIVITY ANALYSIS;

EID: 84878458408     PISSN: 20056419     EISSN: 20057563     Source Type: Journal    
DOI: 10.4097/kjae.2013.64.5.402     Document Type: Review
Times cited : (1053)

References (17)
  • 1
    • 60549085055 scopus 로고    scopus 로고
    • Missing data analysis: Making it work in the real world
    • Graham JW. Missing data analysis: making it work in the real world. Annu Rev Psychol 2009; 60: 549-76.
    • (2009) Annu Rev Psychol , vol.60 , pp. 549-576
    • Graham, J.W.1
  • 3
    • 84857231864 scopus 로고    scopus 로고
    • The prevention and treatment of missing data in clinical trials: An FDA perspective on the importance of dealing with it
    • O'Neill RT, Temple R. The prevention and treatment of missing data in clinical trials: an FDA perspective on the importance of dealing with it. Clin Pharmacol Ther 2012; 91: 550-4.
    • (2012) Clin Pharmacol Ther , vol.91 , pp. 550-554
    • O'Neill, R.T.1    Temple, R.2
  • 4
    • 0017133178 scopus 로고
    • Inference and missind data
    • Rubin DB. Inference and missind data. Biometrika 1976; 63: 581-92.
    • (1976) Biometrika , vol.63 , pp. 581-592
    • Rubin, D.B.1
  • 5
    • 84985854755 scopus 로고
    • An alternating least-squares procedure for estimating missing preference data in product concept testing
    • DeSarbo S, Green PE, Carroll JD. An alternating least-squares procedure for estimating missing preference data in product concept testing. Decision Sciences 1986; 17: 163-85.
    • (1986) Decision Sciences , vol.17 , pp. 163-185
    • Desarbo, S.1    Green, P.E.2    Carroll, J.D.3
  • 7
    • 84866947083 scopus 로고    scopus 로고
    • On the prevention and analysis of missing data in randomized clinical trials: The state of the art
    • Scharfstein DO, Hogan J, Herman A. On the prevention and analysis of missing data in randomized clinical trials: the state of the art. J Bone Joint Surg Am 2012; 94 Suppl 1: 80-4.
    • (2012) J Bone Joint Surg Am , vol.94 , Issue.SUPPL. 1 , pp. 80-84
    • Scharfstein, D.O.1    Hogan, J.2    Herman, A.3
  • 8
    • 0034984043 scopus 로고    scopus 로고
    • Promoting adherence and retention to clinical trials in special populations: A women's health initiative workshop
    • Wilcox S, Shumaker SA, Bowen DJ, Naughton MJ, Rosal MC, Ludlam SE, et al. Promoting adherence and retention to clinical trials in special populations: a women's health initiative workshop. Control Clin Trials 2001; 22: 279-89.
    • (2001) Control Clin Trials , vol.22 , pp. 279-289
    • Wilcox, S.1    Shumaker, S.A.2    Bowen, D.J.3    Naughton, M.J.4    Rosal, M.C.5    Ludlam, S.E.6
  • 9
    • 0001099662 scopus 로고
    • The relative effectiveness of procedures commonly used in multiple regression analysis for dealing with missing values
    • Donner A. The relative effectiveness of procedures commonly used in multiple regression analysis for dealing with missing values. Am Stat 1982; 36: 378-81.
    • (1982) Am Stat , vol.36 , pp. 378-381
    • Donner, A.1
  • 10
    • 84970352416 scopus 로고
    • The treatment of missing data in multivariate analysis
    • Kim JO, Curry J. The treatment of missing data in multivariate analysis. Sociol Methods Res 1977; 6: 215-41.
    • (1977) Sociol Methods Res , vol.6 , pp. 215-241
    • Kim, J.O.1    Curry, J.2
  • 11
    • 0002790765 scopus 로고
    • Analyzing marketing research data with incomplete information on the dependent variable
    • Malhotra N. Analyzing marketing research data with incomplete information on the dependent variable. J Mark Res 1987; 24: 74-84.
    • (1987) J Mark Res , vol.24 , pp. 74-84
    • Malhotra, N.1
  • 12
    • 66949117848 scopus 로고    scopus 로고
    • Last observation carried forward versus mixed models in the analysis of psychiatric clinical trials
    • Hamer RM, Simpson PM. Last observation carried forward versus mixed models in the analysis of psychiatric clinical trials. Am J Psychiatry 2009; 166: 639-41.
    • (2009) Am J Psychiatry , vol.166 , pp. 639-641
    • Hamer, R.M.1    Simpson, P.M.2
  • 13
    • 79952576381 scopus 로고    scopus 로고
    • Panel on Missing Data in Clinical Trials, 2nd ed. Washington DC, National Academies Press
    • Panel on Missing Data in Clinical Trials. The prevention and treat ment of missing data in clinical trials. 2nd ed. Washington DC, National Academies Press. 2010, pp 107-14.
    • (2010) The Prevention and Treat Ment of Missing Data In Clinical Trials , pp. 107-114
  • 14
    • 0002629270 scopus 로고    scopus 로고
    • Maximum likelihood from incomplete data via the EM algorithm
    • Dempster AP, Laird NM, Rubin DB. Maximum likelihood from incomplete data via the EM algorithm. JRSSB 1997; 39: 1-38.
    • (1997) JRSSB , vol.39 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 15
    • 0035748192 scopus 로고    scopus 로고
    • The use of multiple imputation for the analysis of missing data
    • Sinharay S, Stern HS, Russell D. The use of multiple imputation for the analysis of missing data. Psychol Methods 2001; 6: 317-29.
    • (2001) Psychol Methods , vol.6 , pp. 317-329
    • Sinharay, S.1    Stern, H.S.2    Russell, D.3
  • 16
    • 0030539070 scopus 로고    scopus 로고
    • Multiple imputation after 18+ years (with discussion)
    • Rubin DB. Multiple imputation after 18+ years (with discussion). J Am Stat Assoc 1996; 91: 473-89.
    • (1996) J Am Stat Assoc , vol.91 , pp. 473-489
    • Rubin, D.B.1
  • 17
    • 33645723230 scopus 로고    scopus 로고
    • Working with missing values
    • Acock AC. Working with missing values. J Marriage Fam 2005; 67: 1012-28.
    • (2005) J Marriage Fam , vol.67 , pp. 1012-1028
    • Acock, A.C.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.