Shi Hongxing. Penalized Likelihood Estimation of a Class of Zero-Inflated Semiparametric Mixed-Effect Model[J]. Chinese Journal of Applied Probability and Statistics, 2012, 28(3): 311-318.
Citation: Shi Hongxing. Penalized Likelihood Estimation of a Class of Zero-Inflated Semiparametric Mixed-Effect Model[J]. Chinese Journal of Applied Probability and Statistics, 2012, 28(3): 311-318.

Penalized Likelihood Estimation of a Class of Zero-Inflated Semiparametric Mixed-Effect Model

  • In this paper, we consider an extension of semiparametric linear mixed-effect model to a class of longitudinal data or clustered data with zero-inflation and propose a novel semiparametric mixed model. Based on the maximum penalized likelihood estimation and EM algorithm, we give a method for our proposed model which may estimate both of the parameters and nonparameters simultaneously. In the method, we use GCV to choose the smoothing parameter.Finally, we study a simulation analysis and one real data set to illustrate the proposed method.
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