1988
DOI: 10.2307/1427362
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Some ARMA models for dependent sequences of poisson counts

Abstract: A family of models for discrete-time processes with Poisson marginal distributions is developed and investigated. They have the same correlation structure as the linear ARMA processes. The joint distribution of n consecutive observations in such a process is derived and its properties discussed. In particular, time-reversibility and asymptotic behaviour are considered in detail. A vector autoregressive process is constructed and the behaviour of its components, which are Poisson ARMA processes, is considered. … Show more

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Cited by 256 publications
(147 citation statements)
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References 17 publications
(23 reference statements)
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“…The class of integer-valued autoregressive processes denoted by INAR have been studied by many authors (e.g., Al-Osh and Alzaid, 1987;McKenzie, E., 1988, Brännäs, Hellström, 2001, Karlis, 2006. …”
Section: Methodsmentioning
confidence: 99%
“…The class of integer-valued autoregressive processes denoted by INAR have been studied by many authors (e.g., Al-Osh and Alzaid, 1987;McKenzie, E., 1988, Brännäs, Hellström, 2001, Karlis, 2006. …”
Section: Methodsmentioning
confidence: 99%
“…the first-order integer autoregression (INAR(1)) model investigated by Al-Osh and Alzaid (1987) and McKenzie (1988). A brief account of the model is given here below.…”
Section: Time Series Models For Legal Abortions In Italymentioning
confidence: 99%
“…'s satisfying P [B s (β) = 1] = β and Z is a nonnegative integer-valued random variable (r.v.). Models based on thinning were first considered by McKenzie (1985) and have been elaborated on in subsequent papers by McKenzie (1986McKenzie ( , 1988, Alzaid (1987, 1988), Alzaid and Al-Osh (1988, 1990, 1993, Du and Li (1991), and Brännäs and Hall (2001) among other authors.…”
Section: Introductionmentioning
confidence: 99%