Abstract
We introduce two general classes of reflected autoregressive processes, INGAR+ and GAR+. Here, INGAR+ can be seen as the counterpart of INAR(1) with general thinning and reflection being imposed to keep the process non-negative; GAR+ relates to AR(1) in an analogous manner. The two processes INGAR+ and GAR+ are shown to be connected via a duality relation. We proceed by presenting a detailed analysis of the time-dependent and stationary behavior of the INGAR+ process, and then exploit the duality relation to obtain the time-dependent and stationary behavior of the GAR+ process.
Original language | English |
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Pages (from-to) | 657-678 |
Number of pages | 22 |
Journal | Journal of Applied Probability |
Volume | 57 |
Issue number | 2 |
DOIs | |
Publication status | Published - 1 Jun 2020 |
Keywords
- AR(1)
- autoregressive processes
- generating functions
- Keywords: INAR(1)
- reflection
- stationarity
- time-dependent behavior