Publication | Open Access
A comparison of different methods of zero-inflated data analysis and an application in health surveys
84
Citations
27
References
2017
Year
EconomicsMacroeconomicsHealth DataZero-inflated Data AnalysisBusinessEconometricsMedical StatisticPoisson ModelHealth SurveysOrdinary Least-squares RegressionPublic HealthExcessive ZerosStatisticsHealth Services ResearchSurvey MethodologyDifferent Methods
The performance of several models under different conditions of zero-inflation and dispersion are evaluated. Results from simulated and real data showed that the zero-altered or zero-inflated negative binomial model were preferred over others (e.g., ordinary least-squares regression with log-transformed outcome, Poisson model) when data have excessive zeros and over-dispersion.
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