Variable selection under multiple imputation using the bootstrap in a prognostic study

被引:0
|
作者
Martijn W Heymans
Stef van Buuren
Dirk L Knol
Willem van Mechelen
Henrica CW de Vet
机构
[1] Vrije Universiteit,Department of Methodology and Applied Biostatistics
[2] Institute for Health Sciences,Body@Work
[3] Research Center Physical Activity,Department of Public and Occupational health
[4] Work and Health,Institute for Research in Extramural Medicine
[5] TNO-VUmc,Department of Methodology and Statistics
[6] VU University Medical Center,Clinical Epidemiology and Biostatistics
[7] VU University Medical Center,EMGO
[8] TNO Quality of Life,Institute (Metropolitan building)
[9] University of Utrecht,undefined
[10] VU University Medical Center,undefined
[11] VU University Medical Center,undefined
关键词
Multiple Imputation; Prognostic Variable; Imputation Model; Impute Dataset; Fear Avoidance Belief;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [1] Variable selection under multiple imputation using the bootstrap in a prognostic study
    Heymans, Martijn W.
    van Buuren, Stef
    Knol, Dirk L.
    van Mechelen, Willem
    de Vet, Henrica C. W.
    [J]. BMC MEDICAL RESEARCH METHODOLOGY, 2007, 7 (1)
  • [2] Effect of Variable Selection Strategy on the Performance of Prognostic Models When Using Multiple Imputation
    Austin, Peter C.
    Lee, Douglas S.
    Ko, Dennis T.
    White, Ian R.
    [J]. CIRCULATION-CARDIOVASCULAR QUALITY AND OUTCOMES, 2019, 12 (11):
  • [3] Bootstrap inference for multiple imputation under uncongeniality and misspecification
    Bartlett, Jonathan W.
    Hughes, Rachael A.
    [J]. STATISTICAL METHODS IN MEDICAL RESEARCH, 2020, 29 (12) : 3533 - 3546
  • [4] Bootstrap inference when using multiple imputation
    Schomaker, Michael
    Heumann, Hristian
    [J]. STATISTICS IN MEDICINE, 2018, 37 (14) : 2252 - 2266
  • [5] Applying the rescaling bootstrap under imputation: a simulation study
    Bruch, Christian
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2019, 89 (04) : 641 - 659
  • [6] Nonparametric Markov chain bootstrap for multiple imputation
    Zhang, LC
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2004, 45 (02) : 343 - 353
  • [7] Variable selection techniques after multiple imputation in high-dimensional data
    Faisal Maqbool Zahid
    Shahla Faisal
    Christian Heumann
    [J]. Statistical Methods & Applications, 2020, 29 : 553 - 580
  • [8] Variable selection techniques after multiple imputation in high-dimensional data
    Zahid, Faisal Maqbool
    Faisal, Shahla
    Heumann, Christian
    [J]. STATISTICAL METHODS AND APPLICATIONS, 2020, 29 (03): : 553 - 580
  • [9] Bayesian Variable Selection for Multiclass Classification using Bootstrap Prior Technique
    Olaniran, Oyebayo Ridwan
    Bin Abdullah, Mohd Asrul Affendi
    [J]. AUSTRIAN JOURNAL OF STATISTICS, 2019, 48 (02) : 63 - 72
  • [10] ROBUST, SPARSE AND SCALABLE INFERENCE USING BOOTSTRAP AND VARIABLE SELECTION FUSION
    Mozafari-Majd, Emadaldin
    Koivunen, Visa
    [J]. 2019 IEEE 8TH INTERNATIONAL WORKSHOP ON COMPUTATIONAL ADVANCES IN MULTI-SENSOR ADAPTIVE PROCESSING (CAMSAP 2019), 2019, : 271 - 275