Affiliation:
1. School of Mathematics and Statistics, Henan University, Kaifeng 475004, China
Abstract
In this paper, we develop a novel soft-clipping discrete beta GARCH (ScDBGARCH) model that provides an available method to model bounded time series with under-dispersion, equi-dispersion or over-dispersion. The new model not only allows positive dependence, but also negative dependence. The stochastic properties of the models are established, and these results are, in turn, used in the analysis of the asymptotic properties of the conditional maximum likelihood (CML) estimator of the new model. In addition, we apply the new model to measles infection to show its improved performance.
Funder
Natural Science Foundation of Henan Province
Postdoctoral research in Henan Province
Subject
Statistics and Probability
Cited by
1 articles.
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