IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v7y2007i4p445-464.html
   My bibliography  Save this article

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

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/article.html?article=st0067_3
    Download Restriction: no
    File URL: http://www.stata-journal.com/software/sj7-4/st0067_3/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Patrick Royston, 2009. "Multiple imputation of missing values: Further update of ice, with an emphasis on categorical variables," Stata Journal, StataCorp LP, vol. 9(3), pages 466-477, September.
    2. Leon Chen, L. & Beck, Christian, 2008. "A superstatistical model of metastasis and cancer survival," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 387(13), pages 3162-3172.
    3. Helen Dakin & Nancy Devlin & Yan Feng & Nigel Rice & Phill O'Neill & David Parkin, 2015. "The Influence of Cost‐Effectiveness and Other Factors on Nice Decisions," Health Economics, John Wiley & Sons, Ltd., vol. 24(10), pages 1256-1271, October.
    4. 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.
    5. Florence A. Becot & Shoshanah M. Inwood, 2022. "Medical economic vulnerability: a next step in expanding the farm resilience scholarship," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 39(3), pages 1097-1116, September.
    6. Olívia Lucena de Medeiros & Jorge Otávio Maia Barreto & Matthew Harris & Letícia Xander Russo & Everton Nunes da Silva, 2020. "Delivering maternal and childcare at primary healthcare level: The role of PMAQ as a pay for performance strategy in Brazil," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-18, October.
    7. Selamawit Endale Gurmu, 2018. "Assessing Survival Time of Women with Cervical Cancer Using Various Parametric Frailty Models: A Case Study at Tikur Anbessa Specialized Hospital, Addis Ababa, Ethiopia," Annals of Data Science, Springer, vol. 5(4), pages 513-527, December.
    8. Masters, Samuel H. & Burstein, Roy & Amofah, George & Abaogye, Patrick & Kumar, Santosh & Hanlon, Michael, 2013. "Travel time to maternity care and its effect on utilization in rural Ghana: A multilevel analysis," Social Science & Medicine, Elsevier, vol. 93(C), pages 147-154.
    9. Chrys Caroni, 2022. "Regression Models for Lifetime Data: An Overview," Stats, MDPI, vol. 5(4), pages 1-11, December.
    10. Stephen Vaisey, 2010. "What People Want: Rethinking Poverty, Culture, and Educational Attainment," The ANNALS of the American Academy of Political and Social Science, , vol. 629(1), pages 75-101, May.
    11. Terri Friedline & Stacia West, 2016. "Financial Education is not Enough: Millennials May Need Financial Capability to Demonstrate Healthier Financial Behaviors," Journal of Family and Economic Issues, Springer, vol. 37(4), pages 649-671, December.
    12. Sun Eric & Jena Anupam B & Lakdawalla Darius & Reyes Carolina & Philipson Tomas J & Goldman Dana, 2010. "The Contributions of Improved Therapy and Earlier Detection to Cancer Survival Gains, 1988-2000," Forum for Health Economics & Policy, De Gruyter, vol. 13(2), pages 1-22, February.
    13. Yulia V. Marchenko & Jerome P. Reiter, 2009. "Improved degrees of freedom for multivariate significance tests obtained from multiply imputed, small-sample data," Stata Journal, StataCorp LP, vol. 9(3), pages 388-397, September.
    14. Song, Lijun, 2015. "Does who you know in the positional hierarchy protect or hurt? Social capital, comparative reference group, and depression in two societies," Social Science & Medicine, Elsevier, vol. 136, pages 117-127.
    15. Shirin Moghaddam & John Newell & John Hinde, 2022. "A Bayesian Approach for Imputation of Censored Survival Data," Stats, MDPI, vol. 5(1), pages 1-19, January.
    16. H. Joseph Newton & Nicholas J. Cox, 2016. "The Stata Journal Editors' Prize 2016: Patrick Royston," Stata Journal, StataCorp LP, vol. 16(4), pages 815-825, December.
    17. Patrick Royston & John B. Carlin & Ian R. White, 2009. "Multiple imputation of missing values: New features for mim," Stata Journal, StataCorp LP, vol. 9(2), pages 252-264, June.
    18. Enno Siemsen & Aleda V. Roth & Sridhar Balasubramanian & Gopesh Anand, 2009. "The Influence of Psychological Safety and Confidence in Knowledge on Employee Knowledge Sharing," Manufacturing & Service Operations Management, INFORMS, vol. 11(3), pages 429-447, April.
    19. Warisa Thangjai & Suparat Niwitpong, 2020. "Comparing particulate matter dispersion in Thailand using the Bayesian Confidence Intervals for ratio of coefficients of variation," Statistics in Transition New Series, Polish Statistical Association, vol. 21(5), pages 41-60, December.
    20. Wesley Eddings & Yulia Marchenko, 2012. "Diagnostics for multiple imputation in Stata," Stata Journal, StataCorp LP, vol. 12(3), pages 353-367, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:tsj:stataj:v:7:y:2007:i:4:p:445-464. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Christopher F. Baum or Lisa Gilmore (email available below). General contact details of provider: http://www.stata-journal.com/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.