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A comparison of count data models with an application to daily cigarette consumption of young persons
Authors:Muhammed Fatih Tüzen  Semra Erba?
Institution:1. TURKSTAT, Ankara, Turkeymfatihtuzen@gmail.com;3. Faculty of Sciences, Gazi University, Ankara, Turkey
Abstract:The objective of this study is providing a comparative assessment for researchers to deal with the challenges of analyzing count data and examining the factors associated with daily cigarette consumption among the young people in Turkey. We fitted Poisson (P), negative binomial (NB), zero-inflated Poisson (ZIP), zero-inflated negative binomial (ZINB), Poisson hurdle (PH) and negative binomial hurdle (NBH) regressions to cigarette consumption count data by using the 2014 Turkey Health Survey. Our results showed that the ZINB and NBH models should be preferred. We also found that, gender, employment and tobacco use at home are more effective factors for smokers and nonsmokers in the 15–24 age group in Turkey.
Keywords:Count data  cigarette consumption  negative binomial regression  Poisson regression  zero-inflated
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