Imputation is beneficial for handling missing data in predictive models

被引：80
|
作者：
Steyerberg, Ewout W.
van Veen, Mirjam
机构：
[1] Erasmus MC, Dept Publ Hlth, Ctr Med Decis Making, NL-3000 CA Rotterdam, Netherlands
[2] Erasmus MC, Dept Pediat, NL-3000 CA Rotterdam, Netherlands
来源：
JOURNAL OF CLINICAL EPIDEMIOLOGY | 2007年 / 60卷 / 09期
关键词：
D O I：
10.1016/j.jclinepi.2007.03.003
中图分类号：
R19 [保健组织与事业（卫生事业管理）];
学科分类号：
摘要：
引用
收藏
页码：979 / 979
页数：1
相关论文
共 50 条
  • [1] Performance Evaluation of Predictive Models for Missing Data Imputation in Weather Data
    Doreswamy
    Gad, Ibrahim
    Manjunatha, B. R.
    [J]. 2017 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI), 2017, : 1327 - 1334
  • [2] A comparison of imputation techniques for handling missing data
    Musil, CM
    Warner, CB
    Yobas, PK
    Jones, SL
    [J]. WESTERN JOURNAL OF NURSING RESEARCH, 2002, 24 (07) : 815 - 829
  • [3] Imputation and missing indicators for handling missing data in the development and deployment of clinical prediction models: A simulation study
    Sisk, Rose
    Sperrin, Matthew
    Peek, Niels
    van Smeden, Maarten
    Martin, Glen Philip
    [J]. STATISTICAL METHODS IN MEDICAL RESEARCH, 2023, 32 (08) : 1461 - 1477
  • [4] Handling missing data in nursing research with multiple imputation
    Kneipp, SM
    McIntosh, M
    [J]. NURSING RESEARCH, 2001, 50 (06) : 384 - 389
  • [5] Multiple Imputation A Flexible Tool for Handling Missing Data
    Li, Peng
    Stuart, Elizabeth A.
    Allison, David B.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2015, 314 (18): : 1966 - 1967
  • [6] Semiparametric Fractional Imputation Using Gaussian Mixture Models for Handling Multivariate Missing Data
    Sang, Hejian
    Kim, Jae Kwang
    Lee, Danhyang
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2022, 117 (538) : 654 - 663
  • [7] Handling Missing Data in a Duloxetine Population Pharmacokinetic/Pharmacodynamic Model – Imputation Methods and Selection Models
    Eunice Yuen
    Ivelina Gueorguieva
    Leon Aarons
    [J]. Pharmaceutical Research, 2014, 31 : 2829 - 2843
  • [8] Handling Missing Data in a Duloxetine Population Pharmacokinetic/Pharmacodynamic Model - Imputation Methods and Selection Models
    Yuen, Eunice
    Gueorguieva, Ivelina
    Aarons, Leon
    [J]. PHARMACEUTICAL RESEARCH, 2014, 31 (10) : 2829 - 2843
  • [9] Handling Missing Values in Longitudinal Panel Data With Multiple Imputation
    Young, Rebekah
    Johnson, David R.
    [J]. JOURNAL OF MARRIAGE AND FAMILY, 2015, 77 (01) : 277 - 294
  • [10] Imputation methods for missing data for polygenic models
    Brooke Fridley
    Kari Rabe
    Mariza de Andrade
    [J]. BMC Genetics, 4
12345