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On convergence of LAD estimates in autoregression with infinite variance
Authors:Hong-Zhi An  Zhao-guo Chen
Institution:Australian National University Australia
Abstract:The least absolute deviation estimates L(N), from N data points, of the autoregressive constants a = (a1, …, aq)′ for a stationary autoregressive model, are shown to have the property that Nσ(L(N) ? a) converge to zero in probability, for σ < 1α, where the disturbances are i.i.d., attracted to a stable law of index α, 1 ≤ α < 2, and satisfy some other conditions.
Keywords:62M10  60F05  Autoregressive model  domain of attraction of a stable law of index α  least absolute deviation
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