Analysis of mixed correlated semi-continuous and β-inflated Poisson responses
Autor: | Z Rezaei Ghahroodi |
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Rok vydání: | 2017 |
Předmět: |
Statistics and Probability
Inflation Power series media_common.quotation_subject 05 social sciences 050401 social sciences methods Missing data Poisson distribution 01 natural sciences 010104 statistics & probability symbols.namesake Distribution (mathematics) Exponential family 0504 sociology Modeling and Simulation Covariate Statistics symbols Applied mathematics Point (geometry) 0101 mathematics Mathematics media_common |
Zdroj: | Communications in Statistics - Simulation and Computation. 47:2992-3007 |
ISSN: | 1532-4141 0361-0918 |
DOI: | 10.1080/03610918.2017.1367804 |
Popis: | In this article, inflation at an arbitrary point β of a member of power series exponential family and mean-inflation as a cause of having semi-continuous distribution are discussed. Also, a joint modeling of such a semi-continuous response and β-inflated Poisson response is presented. Simultaneous effects of covariates on both responses, which have two-component mixture distributions, are investigated. To find the parameter estimates, the maximum likelihood approach is used. The proposed model is illustrated on some simulation studies and applied to a real survey dataset. |
Databáze: | OpenAIRE |
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