On a class of threshold AR(k) processes

On a class of threshold AR(k) processes

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Article ID: iaor1988394
Country: Switzerland
Volume: 9
Start Page Number: 421
End Page Number: 436
Publication Date: Feb 1987
Journal: Annals of Operations Research
Authors: ,
Abstract:

The authors consider the model Ztkab22iÅ=1ø(i,j)ZtÅ-i+at(j) when [ZtÅ-1,ZtÅ-2,...,ZtÅ-k]'∈R(j), where ∈R(j);1∈j𝓁∈ is a partition of <∼k, and for each 1∈j∈𝓁,∈at(j);t∈0∈ are i.i.d. zero-mean random variables, having a strictly positive density. Sufficient conditions are obtained for this process to be transient. In addition, for a particular class of such models, necessary and sufficient conditions for ergodicity are obtained. Least-squares estimators of the parameters are obtained and are, under mild regularity conditions, shown to be strongly consistent and asymptotically normal.

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