Literature DB >> 22289957

State of the Multiple Imputation Software.

Recai M Yucel1.   

Abstract

Owing to its practicality as well as strong inferential properties, multiple imputation has been increasingly popular in the analysis of incomplete data. Methods that are not only computationally elegant but also applicable in wide spectrum of statistical incomplete data problems have also been increasingly implemented in a numerous computing environments. Unfortunately, however, the speed of this development has not been replicated in reaching to "sophisticated" users. While the researchers have been quite successful in developing the underlying software, documentation in a style that would be most reachable to the greater scientific society has been lacking. The main goal of this special volume is to close this gap by articles that illustrate these software developments. Here I provide a brief history of multiple imputation and relevant software and highlight the contents of the contributions. Potential directions for the future of the software development is also provided.

Entities:  

Year:  2011        PMID: 22289957      PMCID: PMC3267837          DOI: 10.18637/jss.v045.i01

Source DB:  PubMed          Journal:  J Stat Softw        ISSN: 1548-7660            Impact factor:   6.440


  1 in total

1.  A likelihood-based approach to mixed modeling with ambiguity in cluster identifiers.

Authors:  Andrea S Foulkes; Recai Yucel; Xiaohong Li
Journal:  Biostatistics       Date:  2008-03-14       Impact factor: 5.899

  1 in total
  13 in total

1.  Exploring a theory of change: Are increases in parental empowerment associated with healthier weight-related parenting practices?

Authors:  Cristina M Gago; Janine Jurkowski; Jacob P Beckerman-Hsu; Alyssa Aftosmes-Tobio; Roger Figueroa; Carly Oddleifson; Josiemer Mattei; Erica L Kenney; Sebastien Haneuse; Kirsten K Davison
Journal:  Soc Sci Med       Date:  2022-01-31       Impact factor: 4.634

2.  Association of Venous Thromboembolism Prophylaxis After Neurosurgical Intervention for Traumatic Brain Injury With Thromboembolic Complications, Repeated Neurosurgery, and Mortality.

Authors:  James P Byrne; Christopher D Witiw; James M Schuster; Jose L Pascual; Jeremy W Cannon; Niels D Martin; Patrick M Reilly; Avery B Nathens; Mark J Seamon
Journal:  JAMA Surg       Date:  2022-03-09       Impact factor: 14.766

3.  Air pollution, children's academic achievement and the potential mediating role of preterm birth.

Authors:  Arin A Balalian; Katharine H McVeigh; Jeanette A Stingone
Journal:  Int J Hyg Environ Health       Date:  2022-06-07       Impact factor: 7.401

4.  Medical history, lifestyle, family history, and occupational risk factors for peripheral T-cell lymphomas: the InterLymph Non-Hodgkin Lymphoma Subtypes Project.

Authors:  Sophia S Wang; Christopher R Flowers; Marshall E Kadin; Ellen T Chang; Ann Maree Hughes; Stephen M Ansell; Andrew L Feldman; Tracy Lightfoot; Paolo Boffetta; Mads Melbye; Qing Lan; Joshua N Sampson; Lindsay M Morton; Yawei Zhang; Dennis D Weisenburger
Journal:  J Natl Cancer Inst Monogr       Date:  2014-08

5.  Principled missing data methods for researchers.

Authors:  Yiran Dong; Chao-Ying Joanne Peng
Journal:  Springerplus       Date:  2013-05-14

6.  Accounting for missing data in statistical analyses: multiple imputation is not always the answer.

Authors:  Rachael A Hughes; Jon Heron; Jonathan A C Sterne; Kate Tilling
Journal:  Int J Epidemiol       Date:  2019-08-01       Impact factor: 7.196

7.  Prediction Model Performance With Different Imputation Strategies: A Simulation Study Using a North American ICU Registry.

Authors:  Jonathan Steif; Rollin Brant; Rama Syamala Sreepada; Nicholas West; Srinivas Murthy; Matthias Görges
Journal:  Pediatr Crit Care Med       Date:  2022-01-01       Impact factor: 3.971

8.  Multiple Imputation by Fully Conditional Specification for Dealing with Missing Data in a Large Epidemiologic Study.

Authors:  Yang Liu; Anindya De
Journal:  Int J Stat Med Res       Date:  2015-08-19

9.  Guided Internet-Based Cognitive Behavioral Therapy for Adult Depression and Anxiety in Routine Secondary Care: Observational Study.

Authors:  Kim Mathiasen; Heleen Riper; Tonny E Andersen; Kirsten K Roessler
Journal:  J Med Internet Res       Date:  2018-11-28       Impact factor: 5.428

10.  Trajectories for Post-traumatic Stress Disorder Symptoms Among Local Disaster Recovery Workers Following the Great East Japan Earthquake: Group-based Trajectory Modeling.

Authors:  Atsushi Sakuma; Ikki Ueda; Wataru Shoji; Hiroaki Tomita; Hiroo Matsuoka; Kazunori Matsumoto
Journal:  J Affect Disord       Date:  2020-05-31       Impact factor: 6.533

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