Statistical Theory and Related Fields · 2017 · 20 citations · 14 references
Natural SciencesBiostatisticsBayesian Data AnalysisStatistical ModelingStatisticsBayesian InferenceBayesian StatisticsInferential StatisticsMaximum Likelihood EstimationParameter EstimationStatistical InferenceBayesian Data AugmentationBayesian EstimationBayesian Inference For Poisson ProcessesBayesian Zero-inflated ModelsData AugmentationPoisson Maximum Likelihood EstimationPoisson Process ModelsZero-inflated Models
In this paper, a zero-and-one-inflated Poisson (ZOIP) model is studied. The maximum likelihood estimation and the Bayesian estimation of the model parameters are obtained based on data augmentation method. A simulation study based on proposed sampling algorithm is conducted to assess the performance of the proposed estimation for various sample sizes. Finally, two real data-sets are analysed to illustrate the practicability of the proposed method.
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On the Convergence Properties of the EM Algorithm
Changbao Wu · The Annals of Statistics · 1983 · 3.3K citations · Full text