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Multiple imputation of missing values: further update of ice, with an emphasis on interval censoring

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  • Patrick Royston

    (Cancer and Statistical Methodology Groups, MRC Clinical Trials Unit)

Abstract

Multiple imputation of missing data continues to be a topic of considerable interest and importance to applied researchers. In this article, the ice package for multiple imputation is further updated. Special attention in this article is paid to imputing interval-censored observations, and a suggestion to use imputation of right-censored survival data to elucidate covariate effects graphically. Copyright 2007 by StataCorp LP.

Suggested Citation

  • Patrick Royston, 2007. "Multiple imputation of missing values: further update of ice, with an emphasis on interval censoring," Stata Journal, StataCorp LP, vol. 7(4), pages 445-464, December.
  • Handle: RePEc:tsj:stataj:v:7:y:2007:i:4:p:445-464
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    References listed on IDEAS

    as
    1. P. Royston, 2001. "The Lognormal Distribution as a Model for Survival Time in Cancer, With an Emphasis on Prognostic Factors," Statistica Neerlandica, Netherlands Society for Statistics and Operations Research, vol. 55(1), pages 89-104.
    2. John B. Carlin & John C. Galati & Patrick Royston, 2008. "A new framework for managing and analyzing multiply imputed data in Stata," Stata Journal, StataCorp LP, vol. 8(1), pages 49-67, February.
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    Citations

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    Cited by:

    1. Daniel Miller, 2011. "Maternal Work and Child Overweight and Obesity: The Importance of Timing," Journal of Family and Economic Issues, Springer, vol. 32(2), pages 204-218, June.
    2. White, Ian R. & Daniel, Rhian & Royston, Patrick, 2010. "Avoiding bias due to perfect prediction in multiple imputation of incomplete categorical variables," Computational Statistics & Data Analysis, Elsevier, vol. 54(10), pages 2267-2275, October.
    3. repec:mpr:mprres:7638 is not listed on IDEAS
    4. Aiello, Francesco & Bonanno, Graziella, 2015. "Multilevel empirics for small banks in local markets," MPRA Paper 64399, University Library of Munich, Germany.
    5. repec:pri:crcwel:wp11-16-ff is not listed on IDEAS
    6. Christopher Wildeman & Kristin Turney, 2012. "Positive, Negative, or Null? The Effects of Maternal Incarceration on Children?s Behavioral Problems," Working Papers 1440, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Research on Child Wellbeing..
    7. Turney, Kristin, 2013. "Perceived instrumental support and children's health across the early life course," Social Science & Medicine, Elsevier, vol. 95(C), pages 34-42.
    8. Thomas de HOOP & Luuk van KEMPEN, 2010. "Trust In Health Providers As A Catalyst For Malaria Prevention: Heterogeneous Impacts Of Health Education In Rural Ghana," The Developing Economies, Institute of Developing Economies, vol. 48(3), pages 376-404.
    9. Edwin S. Wong, 2013. "Gender preference and transfers from parents to children: an inter-regional comparison," International Review of Applied Economics, Taylor & Francis Journals, vol. 27(1), pages 61-80, January.
    10. repec:mpr:mprres:7637 is not listed on IDEAS
    11. Forder, Julien E. & Caiels, James, 2011. "Measuring the outcomes of long-term care," Social Science & Medicine, Elsevier, vol. 73(12), pages 1766-1774.
    12. Maher, Erin J. & Marcynyszyn, Lyscha A. & Corwin, Tyler W. & Hodnett, Rhenda, 2011. "Dosage matters: The relationship between participation in the Nurturing Parenting Program for infants, toddlers, and preschoolers and subsequent child maltreatment," Children and Youth Services Review, Elsevier, vol. 33(8), pages 1426-1434, August.
    13. Jaenichen, Ursula & Sakshaug, Joseph, 2012. "Multiple imputation of household income in the first wave of PASS," FDZ Methodenreport 201202_en, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    14. repec:mpr:mprres:6965 is not listed on IDEAS
    15. Rachel A. Razza & Anne Martin & Jeanne Brooks-Gunn, 2011. "ATTENTION AND SCHOOL SUCCESS: The Long-Term Implications of Attention for School Success among Low-Income Children," Working Papers 1330, Princeton University, Woodrow Wilson School of Public and International Affairs, Center for Research on Child Wellbeing..
    16. Petrit Gashi & Iraj Hashi & Geoff Pugh, 2014. "Export behaviour of SMEs in transition countries," Small Business Economics, Springer, vol. 42(2), pages 407-435, February.
    17. Aucejo, Esteban M. & Romano, Teresa Foy, 2016. "Assessing the effect of school days and absences on test score performance," Economics of Education Review, Elsevier, vol. 55(C), pages 70-87.
    18. Shippee, Tetyana Pylypiv & Schafer, Markus H. & Ferraro, Kenneth F., 2012. "Beyond the barriers: Racial discrimination and use of complementary and alternative medicine among Black Americans," Social Science & Medicine, Elsevier, vol. 74(8), pages 1155-1162.

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