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PM and R
Volumn 5, Issue 9, 2013, Pages 791-794
Multivariate Regression: The Pitfalls of Automated Variable Selection
Author keywords

[No Author keywords available]
Indexed keywords

ALGORITHM; EDITORIAL; LINEAR REGRESSION ANALYSIS; PRIORITY JOURNAL; REGRESSION ANALYSIS; STATISTICAL ANALYSIS;
EID: 84884228838     PISSN: 19341482     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.pmrj.2013.07.007     Document Type: Editorial
Times cited : (21)
References (9)
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  • 2
    • 85004844353 scopus 로고
    • Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables
    • Derksen S., Keselman H.J. Backward, forward and stepwise automated subset selection algorithms: Frequency of obtaining authentic and noise variables. Br J Math Stat Psychol 1992, 45:265-282.
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    • Derksen, S.1    Keselman, H.J.2
  • 3
    • 9644265270 scopus 로고    scopus 로고
    • Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality
    • Austin P.C., Tu J.V. Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality. JClin Epidemiol 2004, 57:1138-1146.
    • (2004) JClin Epidemiol , vol.57 , pp. 1138-1146
    • Austin, P.C.1    Tu, J.V.2
  • 4
    • 73449083353 scopus 로고    scopus 로고
    • Variable selection: Current practice in epidemiological studies
    • Walter S., Tiemeier H. Variable selection: Current practice in epidemiological studies. Eur J Epidemiol 2009, 24:733-736.
    • (2009) Eur J Epidemiol , vol.24 , pp. 733-736
    • Walter, S.1    Tiemeier, H.2
  • 5
    • 77957149553 scopus 로고    scopus 로고
    • Asurvey of variable selection methods in two Chinese epidemiology journals
    • Liao H., Lynn H.S. Asurvey of variable selection methods in two Chinese epidemiology journals. BMC Med Res Methodol 2010, 10:87.
    • (2010) BMC Med Res Methodol , vol.10 , pp. 87
    • Liao, H.1    Lynn, H.S.2
  • 6
    • 84973777204 scopus 로고
    • Stepwise regression and stepwise discriminant analysis need not apply here: A guidelines editorial. Ed Psychol Measurement
    • Thompson B. Stepwise regression and stepwise discriminant analysis need not apply here: A guidelines editorial. Ed Psychol Measurement 1995;55:525-534.
    • (1995) , vol.55 , pp. 525-534
    • Thompson, B.1
  • 7
    • 11144288616 scopus 로고    scopus 로고
    • Penalized maximum likelihood estimation to directly adjust diagnostic and prognostic prediction models for overoptimism: A clinical example
    • Moons K.G., Donders A.R., Steyerberg E.W., Harrell F.E. Penalized maximum likelihood estimation to directly adjust diagnostic and prognostic prediction models for overoptimism: A clinical example. JClin Epidemiol 2004, 57:1262-1270.
    • (2004) JClin Epidemiol , vol.57 , pp. 1262-1270
    • Moons, K.G.1    Donders, A.R.2    Steyerberg, E.W.3    Harrell, F.E.4
  • 8
    • 85194972808 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • Tibshirani R. Regression shrinkage and selection via the lasso. JR Stat Soc B 2003, 58:267-288.
    • (2003) JR Stat Soc B , vol.58 , pp. 267-288
    • Tibshirani, R.1
  • 9
    • 0002344794 scopus 로고
    • Bootstrap methods: Another look at the jackknife
    • Efron B. Bootstrap methods: Another look at the jackknife. Ann Stat 1979, 7:1-26.
    • (1979) Ann Stat , vol.7 , pp. 1-26
    • Efron, B.1

* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.