Limiting mixture distributions for AR(1) model indexed by a branching process
First order autoregressive model indexed by a supercritical Galton-Watson branching process is discussed. Limiting distributions of the least squares estimates are derived both for the stationary and explosive cases. It is shown that a certain random variable inherent in the branching process is acting as a mixing variable in limiting mixture distributions. In particular, with explosive Gaussian case, we obtain a mixture of Cauchy distributions rather than Cauchy.
Year of publication: |
2010
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Authors: | Hwang, S.Y. ; Baek, J.S. |
Published in: |
Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 80.2010, 23-24, p. 2003-2008
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Publisher: |
Elsevier |
Keywords: | AR(1) Branching process Cauchy mixture Limiting mixture distribution |
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