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Empirical likelihood for partial parameters in ARMA models with infinite variance. (English) Zbl 1442.62201

Summary: This paper proposes a profile empirical likelihood for the partial parameters in ARMA\((p, q)\) models with infinite variance. We introduce a smoothed empirical log-likelihood ratio statistic. Also, the paper proves a nonparametric version of Wilks’s theorem. Furthermore, we conduct a simulation to illustrate the performance of the proposed method.

MSC:

62M10 Time series, auto-correlation, regression, etc. in statistics (GARCH)
62G05 Nonparametric estimation
62G15 Nonparametric tolerance and confidence regions
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