We consider the nearly nonstationary autoregressive model y(t) = q(n)y(t-1)+u(t), where q(n) = 1-c/n, c is a fixed constant, and {u(t), t >= 1} is a sequence of innovations belonging to the domain of attraction of a stable distribution with index 0 < alpha < 2. We construct a composite quantile regression estimator for the autoregressive coefficient and establish the asymptotic distribution of this estimator under some mild conditions.
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Indian Inst Technol Madras, Dept Math, Chennai 600036, Tamil Nadu, IndiaIndian Inst Technol Madras, Dept Math, Chennai 600036, Tamil Nadu, India
Giri, Prashant
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Grzesiek, Aleksandra
Zulawinski, Wojciech
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Wroclaw Univ Sci & Technol, Fac Pure & Appl Math, Hugo Steinhaus Ctr, Wybrzeze Wyspianskiego 27, PL-50370 Wroclaw, PolandIndian Inst Technol Madras, Dept Math, Chennai 600036, Tamil Nadu, India
Zulawinski, Wojciech
Sundar, S.
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Indian Inst Technol Madras, Dept Math, Chennai 600036, Tamil Nadu, IndiaIndian Inst Technol Madras, Dept Math, Chennai 600036, Tamil Nadu, India