Time series analysis of covariance based on linear transfer function models

被引:0
|
作者
M. Azimmohseni
M. Khalafi
M. Kordkatuli
机构
[1] Golestan University,Department of Statistics, Faculty of Science
关键词
Discrete Fourier transform; Frequency response function; Prewhitening; Spectral representation; Transfer function model; Primary: 62M10; Secondary: 62M15;
D O I
暂无
中图分类号
学科分类号
摘要
In this article, a time series analysis of covariance model is introduced when covariates time series have lead–lag relationship with response time series. Parameter estimation and hypothesis testing for this model are made in spectral domain. We provide an instruction for our approach using a real Hydrological time series data set.
引用
收藏
页码:1 / 16
页数:15
相关论文
共 50 条
  • [1] Time series analysis of covariance based on linear transfer function models
    Azimmohseni, M.
    Khalafi, M.
    Kordkatuli, M.
    [J]. STATISTICAL INFERENCE FOR STOCHASTIC PROCESSES, 2019, 22 (01) : 1 - 16
  • [2] Covariance matrix and transfer function of dynamic generalized linear models
    Guo, Guangbao
    You, Wenjie
    Lin, Lu
    Qian, Guoqi
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2016, 296 : 613 - 624
  • [3] Covariance analysis of the squares of the purely diagonal bilinear time series models
    Iwueze, Iheanyi S.
    Johnson, Ohakwe
    [J]. BRAZILIAN JOURNAL OF PROBABILITY AND STATISTICS, 2011, 25 (01) : 90 - 98
  • [4] USE OF LINEAR TRANSFER-FUNCTION ANALYSIS IN ECONOMETRIC TIME-SERIES MODELING
    LIU, LM
    [J]. STATISTICA SINICA, 1991, 1 (02) : 503 - 525
  • [5] Seasonality analysis of time series in partial linear models
    Shao, Q.
    [J]. JOURNAL OF NONPARAMETRIC STATISTICS, 2009, 21 (07) : 827 - 837
  • [6] COVARIANCE FUNCTION DIAGNOSTICS FOR SPATIAL LINEAR-MODELS
    CHRISTENSEN, R
    JOHNSON, W
    PEARSON, LM
    [J]. MATHEMATICAL GEOLOGY, 1993, 25 (02): : 145 - 160
  • [7] Estimating the codifference function of linear time series models with infinite variance
    Rosadi, Dedi
    Deistler, Manfred
    [J]. METRIKA, 2011, 73 (03) : 395 - 429
  • [8] Estimating the codifference function of linear time series models with infinite variance
    Dedi Rosadi
    Manfred Deistler
    [J]. Metrika, 2011, 73 : 395 - 429
  • [9] A hierarchical approach to covariance function estimation for time series
    Daniels, MJ
    Cressie, N
    [J]. JOURNAL OF TIME SERIES ANALYSIS, 2001, 22 (03) : 253 - 266
  • [10] TIME SERIES MODELS FOR REALIZED COVARIANCE MATRICES BASED ON THE MATRIX-F DISTRIBUTION
    Zhou, Jiayuan
    Jiang, Feiyu
    Zhu, Ke
    Li, Wai Keung
    [J]. STATISTICA SINICA, 2022, 32 (02) : 755 - 786