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Bayesian Inference for the Zero In ated Negative Binomial Regression Model
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 Title & Authors
Bayesian Inference for the Zero In ated Negative Binomial Regression Model
Shim, Jung-Suk; Lee, Dong-Hee; Jun, Byoung-Cheol;
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In this paper, we propose a Bayesian inference using the Markov Chain Monte Carlo(MCMC) method for the zero inflated negative binomial(ZINB) regression model. The proposed model allows the regression model for zero inflation probability as well as the regression model for the mean of the dependent variable. This extends the work of Jang et al. (2010) to the fully defiend ZINB regression model. In addition, we apply the proposed method to a real data example, and compare the efficiency with the zero inflated Poisson model using the DIC. Since the DIC of the ZINB is smaller than that of the ZIP, the ZINB model shows superior performance over the ZIP model in zero inflated count data with overdispersion.
Bayesian Model Selection;Latent variable;ZINB(Zero-In ated Negative Binomial);MCMC (Markov Chain Monte Carlo);
 Cited by
허들모형에 대한 베이지안 추론,선지영;심정숙;정병철;

Journal of the Korean Data Analysis Society, 2014. vol.16. 4B, pp.1837-1847
영-과잉 포아송 로그정규 회귀모형에서 베이지안 추론,심정숙;이동희;정병철;

Journal of the Korean Data Analysis Society, 2016. vol.18. 2B, pp.707-718
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