Research Article

A marginalized multilevel random effects model for longitudinal semi-continuous data

Volume: 11 Number: 1 June 29, 2018
  • Gül İnan *
TR EN

A marginalized multilevel random effects model for longitudinal semi-continuous data

Abstract

In this study, we proposed a marginalized multilevel random effects model for analysis of longitudinal semi-continuous data. We investigated the performance of the proposed model through a Monte Carlo simulation study under scenarios. The results of the simulation study showed that the proposed model has some favourable statistical properties.

Keywords

References

  1. [1] D. Bandyopadhyay, D.M Galvis, V.H. Lachos, 2017, Augmented mixed models for clustered proportion data, Statistical Methods in Medical Research, 26(2), 880-897. [2] V.T. Farewell, D.L. Long, B.D.M. Tom, S. Yiu, L. Su, 2017, Two-part and related regression models for longitudinal data, Annual Review of Statistics and Its Application, 4, 283-315.
  2. [3] D.M. Galvis, D. Bandyopadhyay, V.H. Lachos, 2014, Augmented mixed beta regression models for periodontal proportion data, Statistics in Medicine, 33(21), 3759-3771.
  3. [4] M. Griswold, B. Swihart, B. Cao, S. Zeger, 2013, Practical marginalized multilevel models, Statistics, 2, 129-142.
  4. [5] P. Heagerty, 1999, Marginally specified logistic-normal models for longitudinal binary data, Biometrics, 55, 688-698.
  5. [6] P. Heagerty, S. Zeger, 2000, Marginalized multilevel models and likelihood inference (with discussion), Statistical Science, 15, 1-26.
  6. [7] G. Inan, 2018, Comments on “Marginalized multilevel hurdle and zero-inflated models for overdispersed and correlated count data with excess zeros”, Statistics in Medicine, 37, 324–326.
  7. [8] W. Kassahun, T. Neyens, G. Molenberghs, C. Faes, G. Verbeke, 2014, Marginalized multilevel hurdle and zero-inflated models for overdispersed and correlated count data with excess zeros, Statistics in Medicine, 33(25), 4402-4419.
  8. [9] K. Lee, Y. Joo, J.J. Song, D.W. Harper, 2011, Analysis of zero-inflated clustered count data: A marginalized model approach, Computational Statistics and Data Analysis, 55(1), 824-837.

Details

Primary Language

English

Subjects

-

Journal Section

Research Article

Authors

Publication Date

June 29, 2018

Submission Date

December 29, 2017

Acceptance Date

April 10, 2018

Published in Issue

Year 2018 Volume: 11 Number: 1

APA
İnan, G. (2018). A marginalized multilevel random effects model for longitudinal semi-continuous data. İstatistikçiler Dergisi:İstatistik Ve Aktüerya, 11(1), 23-31. https://izlik.org/JA33YW89BC
AMA
1.İnan G. A marginalized multilevel random effects model for longitudinal semi-continuous data. JSSA. 2018;11(1):23-31. https://izlik.org/JA33YW89BC
Chicago
İnan, Gül. 2018. “A Marginalized Multilevel Random Effects Model for Longitudinal Semi-Continuous Data”. İstatistikçiler Dergisi:İstatistik Ve Aktüerya 11 (1): 23-31. https://izlik.org/JA33YW89BC.
EndNote
İnan G (June 1, 2018) A marginalized multilevel random effects model for longitudinal semi-continuous data. İstatistikçiler Dergisi:İstatistik ve Aktüerya 11 1 23–31.
IEEE
[1]G. İnan, “A marginalized multilevel random effects model for longitudinal semi-continuous data”, JSSA, vol. 11, no. 1, pp. 23–31, June 2018, [Online]. Available: https://izlik.org/JA33YW89BC
ISNAD
İnan, Gül. “A Marginalized Multilevel Random Effects Model for Longitudinal Semi-Continuous Data”. İstatistikçiler Dergisi:İstatistik ve Aktüerya 11/1 (June 1, 2018): 23-31. https://izlik.org/JA33YW89BC.
JAMA
1.İnan G. A marginalized multilevel random effects model for longitudinal semi-continuous data. JSSA. 2018;11:23–31.
MLA
İnan, Gül. “A Marginalized Multilevel Random Effects Model for Longitudinal Semi-Continuous Data”. İstatistikçiler Dergisi:İstatistik Ve Aktüerya, vol. 11, no. 1, June 2018, pp. 23-31, https://izlik.org/JA33YW89BC.
Vancouver
1.Gül İnan. A marginalized multilevel random effects model for longitudinal semi-continuous data. JSSA [Internet]. 2018 Jun. 1;11(1):23-31. Available from: https://izlik.org/JA33YW89BC