Journal article
Scopus SourceThe journal / series is indexed in Scopus (SCImago list). The article itself has not been verified.3 CitationsQuartil Q1Peer Reviewed
On the Distribution Estimation of Power Threshold Garch Processes
Gonçalves, E.,Leite, J.,Mendes-Lopes, N.
ISLA — Instituto Politécnico de Gestão e Tecnologia
Journal of Time Series Analysis, Volume 37, Issue 5, 17 01 2016, pp. 579–602
The aim of this article is to estimate the probability distribution of power threshold generalized autoregressive conditional heteroskedasticity processes by establishing bounds for their finite dimensional laws. These bounds only depend on the parameters of the model and on the distribution function of its independent generating process. The application of this study to some particular models allows us to conjecture that this procedure is an adequate alternative to the corresponding estimation using the empirical distribution functions, particularly useful in the development of control charts for this kind of models.
Keywords
#generalized autoregressive conditional heteroskedasticity
#density estimation
#empirical distribution function
#control charts
#volatility modeling
#Mathematics
#Autoregressive conditional heteroskedasticity
#Autoregressive model
#Heteroscedasticity
#Applied mathematics
#Econometrics
#Distribution (mathematics)
#SETAR
#Conditional probability distribution
#Estimation
Bibliographic Details
Publication TypeJournal article
Publication Year2016
Journal / Conference / WorkJournal of Time Series Analysis
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