Literature DB >> 10347860

Parametric models for incomplete continuous and categorical longitudinal data.

M G Kenward1, G Molenberghs.   

Abstract

This paper reviews models for incomplete continuous and categorical longitudinal data. In terms of Rubin's classification of missing value processes we are specifically concerned with the problem of nonrandom missingness. A distinction is drawn between the classes of selection and pattern-mixture models and, using several examples, these approaches are compared and contrasted. The central roles of identifiability and sensitivity are emphasized throughout.

Mesh:

Year:  1999        PMID: 10347860     DOI: 10.1177/096228029900800105

Source DB:  PubMed          Journal:  Stat Methods Med Res        ISSN: 0962-2802            Impact factor:   3.021


  14 in total

1.  A Bayesian Shrinkage Model for Incomplete Longitudinal Binary Data with Application to the Breast Cancer Prevention Trial.

Authors:  C Wang; M J Daniels; D O Scharfstein; S Land
Journal:  J Am Stat Assoc       Date:  2010-12       Impact factor: 5.033

2.  Curve-based multivariate distance matrix regression analysis: application to genetic association analyses involving repeated measures.

Authors:  Rany M Salem; Daniel T O'Connor; Nicholas J Schork
Journal:  Physiol Genomics       Date:  2010-04-27       Impact factor: 3.107

3.  A Bayesian model for longitudinal count data with non-ignorable dropout.

Authors:  Niko A Kaciroti; Trivellore E Raghunathan; M Anthony Schork; Noreen M Clark
Journal:  J R Stat Soc Ser C Appl Stat       Date:  2008-12-01       Impact factor: 1.864

4.  Mixtures of varying coefficient models for longitudinal data with discrete or continuous nonignorable dropout.

Authors:  Joseph W Hogan; Xihong Lin; Benjamin Herman
Journal:  Biometrics       Date:  2004-12       Impact factor: 2.571

5.  Effect of Demographic Risk Factors on the Change in Cognitive Function in the Presence of Non-Participation and Truncation due to Death.

Authors:  Kumar B Rajan; Sue E Leurgans; Jennifer Weuve; Todd L Beck; Denis A Evans
Journal:  J Biom Biostat       Date:  2011-11-18

6.  Rapid onset of haemodynamic effects after angiotensin converting enzyme-inhibitor overdose: implications for initial patient triage.

Authors:  C Lucas; G A Christie; W S Waring
Journal:  Emerg Med J       Date:  2006-11       Impact factor: 2.740

7.  A note on MAR, identifying restrictions, model comparison, and sensitivity analysis in pattern mixture models with and without covariates for incomplete data.

Authors:  Chenguang Wang; Michael J Daniels
Journal:  Biometrics       Date:  2011-03-01       Impact factor: 2.571

8.  Imputation-based strategies for clinical trial longitudinal data with nonignorable missing values.

Authors:  Xiaowei Yang; Jinhui Li; Steven Shoptaw
Journal:  Stat Med       Date:  2008-07-10       Impact factor: 2.373

9.  Impact of missing data mechanism on the estimate of change: a case study on cognitive function and polypharmacy among older persons.

Authors:  Piia Lavikainen; Esko Leskinen; Sirpa Hartikainen; Jyrki Möttönen; Raimo Sulkava; Maarit J Korhonen
Journal:  Clin Epidemiol       Date:  2015-02-04       Impact factor: 4.790

10.  Varying-coefficient models for longitudinal processes with continuous-time informative dropout.

Authors:  Li Su; Joseph W Hogan
Journal:  Biostatistics       Date:  2009-10-15       Impact factor: 5.899

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