کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1155875 958780 2012 26 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Asymptotics of stationary solutions of multivariate stochastic recursions with heavy tailed inputs and related limit theorems
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات ریاضیات (عمومی)
پیش نمایش صفحه اول مقاله
Asymptotics of stationary solutions of multivariate stochastic recursions with heavy tailed inputs and related limit theorems
چکیده انگلیسی

Let ΦnΦn be an i.i.d. sequence of Lipschitz mappings of RdRd. We study the Markov chain {Xnx}n=0∞ on RdRd defined by the recursion Xnx=Φn(Xn−1x), n∈Nn∈N, X0x=x∈Rd. We assume that Φn(x)=Φ(Anx,Bn(x))Φn(x)=Φ(Anx,Bn(x)) for a fixed continuous function Φ:Rd×Rd→RdΦ:Rd×Rd→Rd, commuting with dilations and i.i.d random pairs (An,Bn)(An,Bn), where An∈End(Rd) and BnBn is a continuous mapping of RdRd. Moreover, BnBn is αα-regularly varying and AnAn has a faster decay at infinity than BnBn. We prove that the stationary measure νν of the Markov chain {Xnx} is αα-regularly varying. Using this result we show that, if α<2α<2, the partial sums Snx=∑k=1nXkx, appropriately normalized, converge to an αα-stable random variable. In particular, we obtain new results concerning the random coefficient autoregressive process Xn=AnXn−1+BnXn=AnXn−1+Bn.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Stochastic Processes and their Applications - Volume 122, Issue 1, January 2012, Pages 42–67
نویسندگان
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