heavy tails;
stable distribution;
subsampling;
unit root;
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摘要:
It is shown that the subsampling methodology can be used to develop unit root tests when the noise sequence is heavy-tailed with infinite variance. Using least-squares residuals, we construct processes which approximately satisfy the null hypothesis and then, using subsampling, we approximate the null distribution of test statistics. We establish the asymptotic validity of this method and demonstrate its applicability in finite samples by means of a simulation study and a data example.
机构:
Univ Bologna, Dept Stat Sci, Bologna, ItalyUniv Bologna, Dept Stat Sci, Bologna, Italy
Georgiev, Iliyan
Rodrigues, Paulo M. M.
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机构:
Banco Portugal, Econ & Res Dept, Ave Almirante Reis,71-6th Floor, P-1150012 Lisbon, Portugal
Univ Nova Lisboa, Nova Sch Business & Econ, Lisbon, PortugalUniv Bologna, Dept Stat Sci, Bologna, Italy