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The Multivariate Ginar(<i>p</i>) Process
138
Citations
33
References
1997
Year
EngineeringMacroeconomic ForecastingTime Series EconometricsAsset PricingStatisticsNonlinear Time SeriesAutocovariance FunctionMultidimensional AnalysisMultivariate GinarForecastingFinanceMultivariate Stochastic VolatilitySpectral DensityGaussian ProcessBusinessEconometricsStandard Gaussian MarStatistical InferenceMultivariate Analysis
A criterion is given for the existence of a stationary and causal multivariate integer-valued autoregressive process, MGINAR( p ). The autocovariance function of this process being identical to the autocovariance function of a standard Gaussian MAR( p ), we deduce that the MGINAR( p ) process is nothing but a MAR( p ) process. Consequently, the spectral density is directly found and gives good insight into the stochastic structure of a MGINAR( p ). The estimation of parameters of the model, as well as the forecasting of the series, is discussed.
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