Journal of the Korean Data and Information Science Society

The Korean Data and Information Science Society (한국데이터정보과학회)
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An application to Zero-Inflated Poisson Regression Model

  • Published : 2003.02.28
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Abstract

The Zero-Inflated Poisson regression is a model for count data with exess zeros. When the reponse variables have excess zeros, it is not easy to apply the Poisson regression model. In this paper, we study and simulate the zero-inflated Poisson regression model. An real example was applied to this model. Regression parameters are estimated by using MLE's. We also compare the fitness of zero-inflated Poisson model with the Poisson regression and decision tree model.

Keywords

References

  1. SAS Enterprise Miner을 위한 데이터마이닝 강현철(외 4인)
  2. Proceedings of the International in Mixtures of Discrete distributions Estimation in Mixtures of Discrete distributions Cohen, A. C.
  3. Technometrics v.34 Zero-Inflated Poisson Regression, With an Application to Defects in Manufacturing Diane Lambert
  4. Canadian Journal of Statistical v.14 Mixture Models in Survival Analysis: Are They Worth the Risk? Farewll, V.T.
  5. unpublished technical report, University of California, Generalized Linear Models for Altered Zero Probabilities and Overdispersion in Count Data Heilborn, D.C.
  6. Distributions in Statistics: Discrete Distributions Johnson, N.L.;Kotz, S.
  7. Technometrics v.41 no.1 Multivariate Zero-Inflated Poisson Models and Their Applications Li, C.H.;Lu, J.C.;Park, J.H.;Kim, K.M.;Brinkly, P.A.;Peterson, J.P.
  8. Computer Journal v.7 An Efficient Method for Finding the Minimum of a Function of Several Variables without Calculating Dervatives Powell, M.J.D.
  9. Numerical Recipes in Fortran Press, W.H.;Teukolsky, S.A.;Vetterling, W.T.;Flannery, B.P.
  10. Journal of the Indian Statistical Association v.1 A Note on Inflated Poisson Distribution Singh, S.N.