Likelihood analysis of a first-order autoregressive model with exponential innovations

被引:23
|
作者
Nielsen, B [1 ]
Shephard, N [1 ]
机构
[1] Univ Oxford Nuffield Coll, Oxford OX1 1NF, England
关键词
autoregression; exact distribution; exponential innovations; likelihood; non-regular asymptotics; stochastic volatility;
D O I
10.1111/1467-9892.00310
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper derives the exact distribution of the maximum likelihood estimator of a first-order linear autoregression with an exponential disturbance term. We also show that, even if the process is stationary, the estimator is T-consistent, where T is the sample size. In the unit root case, the estimator is T-2-consistent, while, in the explosive case, the estimator is rho(T)- consistent. Further, the likelihood ratio test statistic for a simple hypothesis on the autoregressive parameter is asymptotically uniform for all values of the parameter.
引用
收藏
页码:337 / 344
页数:8
相关论文
共 50 条
  • [21] Estimation for a first-order bifurcating autoregressive process with heavy-tail innovations
    Bartlett, A.
    McCormick, W. P.
    STOCHASTIC MODELS, 2017, 33 (02) : 210 - 228
  • [22] A first-order binomial-mixed Poisson integer-valued autoregressive model with serially dependent innovations
    Chen, Zezhun
    Dassios, Angelos
    Tzougas, George
    JOURNAL OF APPLIED STATISTICS, 2023, 50 (02) : 352 - 369
  • [23] Information Theory Estimators for the First-Order Spatial Autoregressive Model
    Perevodchikov, Evgeniy V.
    Marsh, Thomas L.
    Mittelhammer, Ron C.
    ENTROPY, 2012, 14 (07) : 1165 - 1185
  • [24] A new mixed first-order integer-valued autoregressive process with Poisson innovations
    Daniel L. R. Orozco
    Lucas O. F. Sales
    Luz M. Z. Fernández
    André L. S. Pinho
    AStA Advances in Statistical Analysis, 2021, 105 : 559 - 580
  • [25] Is First-Order Vector Autoregressive Model Optimal for fMRI Data?
    Ting, Chee-Ming
    Seghouane, Abd-Krim
    Khalid, Muhammad Usman
    Salleh, Sh-Hussain
    NEURAL COMPUTATION, 2015, 27 (09) : 1857 - 1871
  • [26] A new mixed first-order integer-valued autoregressive process with Poisson innovations
    Orozco, Daniel L. R.
    Sales, Lucas O. F.
    Fernandez, Luz M. Z.
    Pinho, Andre L. S.
    ASTA-ADVANCES IN STATISTICAL ANALYSIS, 2021, 105 (04) : 559 - 580
  • [27] Bayesian estimation for first-order autoregressive model with explanatory variables
    Yang, Kai
    Wang, Dehui
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (22) : 11214 - 11227
  • [28] ESTIMATION OF RHO IN FIRST-ORDER AUTOREGRESSIVE MODEL - BAYESIAN APPROACH
    LENTON, RL
    RODRIGUEZ-ITURBE, I
    SCHAAKE, JC
    WATER RESOURCES RESEARCH, 1974, 10 (02) : 227 - 241
  • [29] Diagnostics for a Linear Model with First-Order Autoregressive Symmetrical Errors
    Zhu, Xiao-Xin
    Zhu, Bin
    Cao, Chun-Zheng
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2013, 42 (13) : 2335 - 2350
  • [30] Adaptive Estimation of Periodic First-Order Threshold Autoregressive Model
    Bentarzi, M.
    Djeddou, L.
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2014, 43 (07) : 1611 - 1630