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A generalized right truncated bivariate Poisson regression model with applications to health data
A generalized right truncated bivariate Poisson regression model is proposed in this paper. Estimation and tests for goodness of fit and over or under dispersion are illustrated for both untruncated and right truncated bivariate Poisson regression models using marginal-conditional approach. Estimati...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5460823/ https://www.ncbi.nlm.nih.gov/pubmed/28586344 http://dx.doi.org/10.1371/journal.pone.0178153 |
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author | Islam, M. Ataharul Chowdhury, Rafiqul I. |
author_facet | Islam, M. Ataharul Chowdhury, Rafiqul I. |
author_sort | Islam, M. Ataharul |
collection | PubMed |
description | A generalized right truncated bivariate Poisson regression model is proposed in this paper. Estimation and tests for goodness of fit and over or under dispersion are illustrated for both untruncated and right truncated bivariate Poisson regression models using marginal-conditional approach. Estimation and test procedures are illustrated for bivariate Poisson regression models with applications to Health and Retirement Study data on number of health conditions and the number of health care services utilized. The proposed test statistics are easy to compute and it is evident from the results that the models fit the data very well. A comparison between the right truncated and untruncated bivariate Poisson regression models using the test for nonnested models clearly shows that the truncated model performs significantly better than the untruncated model. |
format | Online Article Text |
id | pubmed-5460823 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-54608232017-06-15 A generalized right truncated bivariate Poisson regression model with applications to health data Islam, M. Ataharul Chowdhury, Rafiqul I. PLoS One Research Article A generalized right truncated bivariate Poisson regression model is proposed in this paper. Estimation and tests for goodness of fit and over or under dispersion are illustrated for both untruncated and right truncated bivariate Poisson regression models using marginal-conditional approach. Estimation and test procedures are illustrated for bivariate Poisson regression models with applications to Health and Retirement Study data on number of health conditions and the number of health care services utilized. The proposed test statistics are easy to compute and it is evident from the results that the models fit the data very well. A comparison between the right truncated and untruncated bivariate Poisson regression models using the test for nonnested models clearly shows that the truncated model performs significantly better than the untruncated model. Public Library of Science 2017-06-06 /pmc/articles/PMC5460823/ /pubmed/28586344 http://dx.doi.org/10.1371/journal.pone.0178153 Text en © 2017 Islam, Chowdhury http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Islam, M. Ataharul Chowdhury, Rafiqul I. A generalized right truncated bivariate Poisson regression model with applications to health data |
title | A generalized right truncated bivariate Poisson regression model with applications to health data |
title_full | A generalized right truncated bivariate Poisson regression model with applications to health data |
title_fullStr | A generalized right truncated bivariate Poisson regression model with applications to health data |
title_full_unstemmed | A generalized right truncated bivariate Poisson regression model with applications to health data |
title_short | A generalized right truncated bivariate Poisson regression model with applications to health data |
title_sort | generalized right truncated bivariate poisson regression model with applications to health data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5460823/ https://www.ncbi.nlm.nih.gov/pubmed/28586344 http://dx.doi.org/10.1371/journal.pone.0178153 |
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