Constructing first order stationary autoregressive models via latent processes

被引:37
|
作者
Pitt, MK
Chatfield, C
Walker, SG [1 ]
机构
[1] Univ Bath, Sch Math Sci, Bath BA2 7AY, Avon, England
[2] Univ Warwick, Coventry CV4 7AL, W Midlands, England
关键词
autocorrelation function; autoregressive process; EM algorithm; exponential family; latent process; stationary time series;
D O I
10.1111/1467-9469.00311
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
First order stationary autoregressive (AR(1)) models are introduced for which there exists a linear relation between the expectations of the observations, and where it is readily possible to arrange the marginal distributions to be other than normal.
引用
收藏
页码:657 / 663
页数:7
相关论文
共 50 条
  • [1] Learning Vector Autoregressive Models with Latent Processes
    Salehkaleybar, Saber
    Etesami, Jalal
    Kiyavash, Negar
    Zhang, Kun
    THIRTY-SECOND AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTIETH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE / EIGHTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2018, : 4000 - 4007
  • [2] Performance Comparison of Residual Control Charts for Trend Stationary First Order Autoregressive Processes
    Karaoglan, Aslan Deniz
    Bayhan, Gunhan Mirac
    GAZI UNIVERSITY JOURNAL OF SCIENCE, 2011, 24 (02): : 329 - 339
  • [3] Comparison of spatial interpolation methods in the first order stationary multiplicative spatial autoregressive models
    Saber, M. M.
    Nematollahi, A. R.
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (18) : 9230 - 9246
  • [4] Decomposition of an autoregressive process into first order processes
    Monsour, Michael J.
    JOURNAL OF MULTIVARIATE ANALYSIS, 2016, 147 : 295 - 314
  • [5] On robust estimation in the first order autoregressive processes
    Haddad, JN
    COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2000, 29 (01) : 45 - 54
  • [6] A test for independence of two stationary infinite order autoregressive processes
    Eunhee Kim
    Sangyeol Lee
    Annals of the Institute of Statistical Mathematics, 2005, 57 : 105 - 127
  • [7] A test for independence of two stationary infinite order autoregressive processes
    Kim, E
    Lee, S
    ANNALS OF THE INSTITUTE OF STATISTICAL MATHEMATICS, 2005, 57 (01) : 105 - 127
  • [8] Network Identification With Latent Nodes via Autoregressive Models
    Nozari, Erfan
    Zhao, Yingbo
    Cortes, Jorge
    IEEE TRANSACTIONS ON CONTROL OF NETWORK SYSTEMS, 2018, 5 (02): : 722 - 736
  • [9] Stationary autoregressive models via a Bayesian nonparametric approach
    Mena, RH
    Walker, SG
    JOURNAL OF TIME SERIES ANALYSIS, 2005, 26 (06) : 789 - 805
  • [10] A characterization of the innovations of first order autoregressive models
    D. Moriña
    P. Puig
    J. Valero
    Metrika, 2015, 78 : 219 - 225