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Statistica Sinica 12(2002), 635-649



CENTRAL LIMIT THEOREMS FOR FUNCTIONALS OF

LINEAR PROCESSES AND THEIR APPLICATIONS


Wei Biao Wu


University of Chicago


Abstract: This paper establishes central limit theorems and invariance principles for functionals of one-sided linear processes. These results are applied to long-range dependent sequences whose covariances are summable but not absolutely summable. We also consider empirical processes and 0-crossings for linear processes whose innovations may have infinite variance. Comparisons with earlier results are indicated.



Key words and phrases: Central limit theorem, invariance principle, long- and short-range dependence, linear process, 0-crossings, empirical process, martingale.



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