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Multivariate count autoregression - MaRDI portal

Multivariate count autoregression (Q2278669)

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Multivariate count autoregression
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    Multivariate count autoregression (English)
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    5 December 2019
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    Linear and log-linear models are studied for multivariate count time series data with Poisson marginals. A copula function is introduced on a vector of associated continuous random variables. The conditions for ergodicity and stationarity are derived based on a perturbation approach in Markov chain theory and theory of weak dependence. Quasi-likelihood estimating functions are suggested that yield consistent and asymptotically normal estimators of model parameters. A limited simulation study and a real data example illustrate the results.
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    autocorrelation
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    copula
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    ergodicity
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    generalized linear models
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    perturbation
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    prediction
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    stationarity
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    volatility
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