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A study on GARCH$(p,q)$ process

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Abstract

We consider the generalized autoregressive model with conditional heteroscedasticity process(GARCH). It is proved that if $\sum_{i=1}^q \al_i \sigma^2+ \sum_{i=1}^p \be_i <1$, then there exists a unique invariant initial distribution for the Markov process emdedding the given GARCH process. Geometric ergodicity, functional central limit theorems, and a law of large numbers are also studied.

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