How misleading can sample ACFs of stable MAs be? (Very!)
Authors:
- Sidney ResnickSRSidney Resnick
- Gennady SamorodnitskyGSGennady Samorodnitsky
- Fang XueFXFang Xue
Open Access
- 1 August 1999
- journal article
- Published by Institute of Mathematical Statistics in The Annals of Applied Probability
- Vol. 9 (3) , 797-817
Abstract
For the stable moving average process $$X^t = \int_{-\infty}^{\infty} f(t + x)M(dx), t = 1, 2,\dots,$$ we find the weak limit of its sample autocorrelation function as the sample size n increases to $\infty$. It turns out that, as a rule, this limit is random! This shows how dangerous it is to rely on sample correlation as a model fitting tool in the heavy tailed case. We discuss for what functions f this limit is nonrandom for all (or only some--this can be the case, too!) lags.
Keywords
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