Title of article :
Joint temporal and contemporaneous aggregation of random-coefficient AR(1) processes
Author/Authors :
Pilipauskait?، نويسنده , , Vytaut? and Surgailis، نويسنده , , Donatas، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2014
Abstract :
We discuss joint temporal and contemporaneous aggregation of N independent copies of AR(1) process with random-coefficient a ∈ [ 0 , 1 ) when N and time scale n increase at different rate. Assuming that a has a density, regularly varying at a = 1 with exponent − 1 < β < 1 , different joint limits of normalized aggregated partial sums are shown to exist when N 1 / ( 1 + β ) / n tends to (i) ∞ , (ii) 0 , (iii) 0 < μ < ∞ . The limit process arising under (iii) admits a Poisson integral representation on ( 0 , ∞ ) × C ( R ) and enjoys ‘intermediate’ properties between fractional Brownian motion limit in (i) and sub-Gaussian limit in (ii).
Keywords :
Aggregation , Long memory , Random-coefficient AR(1) process , Asymptotic self-similarity , Intermediate scaling , Poisson stochastic integral
Journal title :
Stochastic Processes and their Applications
Journal title :
Stochastic Processes and their Applications