Asymptotic behavior of unstable INAR(p) processes

被引:27
|
作者
Barczy, M. [1 ]
Ispany, M. [1 ]
Pap, G. [2 ]
机构
[1] Univ Debrecen, Fac Informat, H-4010 Debrecen, Hungary
[2] Univ Szeged, Bolyai Inst, H-6720 Szeged, Hungary
基金
匈牙利科学研究基金会;
关键词
Unstable INAR(p) processes; Squared Bessel processes; Boston armed robberies data set; VALUED AR(1) MODELS; TIME-SERIES; BRANCHING-PROCESS; IMMIGRATION; INFERENCE;
D O I
10.1016/j.spa.2010.11.005
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this paper the asymptotic behavior of an unstable integer-valued autoregressive model of order p (INAR(p)) is described. Under a natural assumption it is proved that the sequence of appropriately scaled random step functions formed from an unstable INAR(p) process converges weakly towards a squared Bessel process. We note that this limit behavior is quite different from that of familiar unstable autoregressive processes of order p. An application for Boston armed robberies data set is presented. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:583 / 608
页数:26
相关论文
共 50 条
  • [1] The Asymptotic Behavior of INAR (p) Models
    Tang, Mingtian
    Wang, Yunyan
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2014, 43 (14) : 3047 - 3056
  • [2] Asymptotic distribution of the Yule-Walker estimator for INAR(p) processes
    Silva, Isabel
    Silva, M. Eduarda
    [J]. STATISTICS & PROBABILITY LETTERS, 2006, 76 (15) : 1655 - 1663
  • [3] Asymptotic inference for moderate deviations from a unit root of nearly unstable INAR(1) processes
    Liu, Congmin
    Liu, Chang
    Bai, Yansong
    Wang, Dehui
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2023, 93 (08) : 1318 - 1336
  • [4] Asymptotic inference for nearly unstable INAR(1) models
    Ispany, M
    Pap, G
    Van Zuijlen, MCA
    [J]. JOURNAL OF APPLIED PROBABILITY, 2003, 40 (03) : 750 - 765
  • [5] Asymptotic inference for nearly unstable Ar(p) processes
    van der Meer, T
    Pap, G
    van Zuijlen, MCA
    [J]. ECONOMETRIC THEORY, 1999, 15 (02) : 184 - 217
  • [6] Asymptotic behaviour of estimators of the parameters of nearly unstable INAR(1) models
    Ispány, M
    Pap, G
    van Zuijlen, MCA
    [J]. FOUNDATIONS OF STATISTICAL INFERENCE, 2003, : 195 - 206
  • [7] Unified asymptotic theory for nearly unstable AR(p) processes
    Buchmann, Boris
    Chan, Ngai Hang
    [J]. STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2013, 123 (03) : 952 - 985
  • [8] Some asymptotic properties in INAR(1) processes with Poisson marginals
    Park, YS
    Oh, CW
    [J]. STATISTICAL PAPERS, 1997, 38 (03) : 287 - 302
  • [9] Some asymptotic properties in INAR(1) processes with Poisson marginals
    YouSung Park
    Chan Wook Oh
    [J]. Statistical Papers, 1997, 38 : 287 - 302
  • [10] Local asymptotic normality and efficient estimation for INAR(p) models
    Drost, Feike C.
    Van Den Akker, Ramon
    Werker, Bas J. M.
    [J]. JOURNAL OF TIME SERIES ANALYSIS, 2008, 29 (05) : 783 - 801