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Lectures for Part II: Time Series Models in Finance

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8.4 Applications of theorem<br />

1. Kesten (1973). Under general conditions, (LC) holds with L(t)=1<br />

<strong>for</strong> stochastic recurrence equations of the <strong>for</strong>m<br />

Y t = A t Y t-1 + B t ,<br />

(A t , B t ) ~ <strong>II</strong>D,<br />

A t d×d random matrices, B t random d-vectors.<br />

It follows that the distributions of Y t , and <strong>in</strong> fact all of the f<strong>in</strong>ite dim’l<br />

distrs of Y t are regularly vary<strong>in</strong>g (if α is non-even).<br />

2. GARCH processes. S<strong>in</strong>ce squares of a GARCH process can be<br />

embedded <strong>in</strong> a SRE, the f<strong>in</strong>ite dimensional distributions of a<br />

GARCH are regularly vary<strong>in</strong>g.<br />

MaPhySto Workshop 9/04<br />

91

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