Asymptotic tests of composite hypotheses for non-ergodic type stochastic processes |
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Authors: | I.V. Basawa H.L. Koul |
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Affiliation: | LaTrobe University and Cornell University, Ithaca, NY 14850, U.S.A.;Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, U.S.A. |
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Abstract: | Limiting distributions of a score statistic and the likelihood ratio statistic for testing a composite hypothesis involving several parameters in non-ergodic type stochastic processes are obtained. It is shown that, unlike in the usual theory (ergodic type processes), the limiting distributions of these statistics are different both under the null and a contiguous sequence of alternative hypotheses. The results are applied to a regression model with explosive autoregressive Gaussian errors. In the discussion of this example a modified score statistic is suggested where the limiting null and non-null distributions are the same as those of the likelihood ratio statistic. |
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Keywords: | 62 M07, 63M10 Score test likelihood-ratio test explosive autoregression |
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