How misleading can sample acf's of stable MAs be? (very!)

Citation
S. Resnick et al., How misleading can sample acf's of stable MAs be? (very!), ANN APPL PR, 9(3), 1999, pp. 797-817
Citations number
17
Categorie Soggetti
Mathematics
Journal title
ANNALS OF APPLIED PROBABILITY
ISSN journal
10505164 → ACNP
Volume
9
Issue
3
Year of publication
1999
Pages
797 - 817
Database
ISI
SICI code
1050-5164(199908)9:3<797:HMCSAO>2.0.ZU;2-N
Abstract
For the stable moving average process X-t = integral(-infinity)(infinity) f (t + x) M(dx), t= 1,2,...., we find the weak limit of its sample autocorrel ation function as the sample size n increases to infinity. It turns out tha t, 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.