Testing the Difference between Two Independent Time Series Models

被引:38
|
作者
Mahmoudi, Mohammad Reza [1 ]
Maleki, Mohsen [2 ]
Pak, Abbas [3 ]
机构
[1] Fasa Univ, Dept Stat, Fac Sci, Fasa, Iran
[2] Shiraz Univ, Shiraz, Iran
[3] Shahrekord Univ, Fac Math Sci, Dept Comp Sci, POB 115, Shahrekord, Iran
关键词
Asymptotic; ARMA processes; Simulation; Simultaneous inference; Time series; DISCRIMINATION; INFERENCE; RATIO;
D O I
10.1007/s40995-017-0288-8
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
In some situations, for example in biology, economic, electronic, finance and management, researchers wish to determine whether the two time series are generated by the same stochastic mechanism or their random behavior differs. In this work, the asymptotic distribution for the difference of two independent ARMA coefficients is established. The presented method can be used to derive the asymptotic confidence set for the difference of coefficients and hypothesis testing for the equality of two time series. Then the Monte Carlo simulation study is provided to investigate the performance of proposed method. The performance of the new method is comparable with alternative method.
引用
收藏
页码:665 / 669
页数:5
相关论文
共 50 条
  • [41] New intervals for the difference between two independent binomial proportions
    Zhou, XH
    Tsao, M
    Qin, GS
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2004, 123 (01) : 97 - 115
  • [42] Testing independence of two autocorrelated binary time series
    Chou, Cheng
    Chu, Chia-Shang J.
    STATISTICS & PROBABILITY LETTERS, 2010, 80 (01) : 69 - 75
  • [43] Confidence intervals for proportion difference from two independent partially validated series
    Qiu, Shi-Fang
    Poon, Wai-Yin
    Tang, Man-Lai
    STATISTICAL METHODS IN MEDICAL RESEARCH, 2016, 25 (05) : 2250 - 2273
  • [44] A DIFFERENCE BETWEEN RANDOM SERIES AND TIME SERIES WHICH OCCUR IN NATURAL PHENOMENA
    HURST, HE
    PROCEEDINGS OF THE INSTITUTION OF CIVIL ENGINEERS, 1968, 39 (JAN): : 135 - &
  • [45] A Method to Identify the Difference between Two Process Models
    Kuo, Min-Hsun
    Chen, Yun-Shiow
    JOURNAL OF COMPUTERS, 2012, 7 (04) : 998 - 1005
  • [46] Testing the equality of several independent stationary and non-stationary time series models with fractional Brownian motion errors
    Mahmoudi, Mohammad Reza
    Baleanu, Dumitru
    Qasem, Sultan Noman
    Mosavi, Amirhosein
    Band, Shahab S.
    ALEXANDRIA ENGINEERING JOURNAL, 2021, 60 (01) : 1767 - 1775
  • [47] Set of Fuzzy Time Series Forecasting Models Based on the Difference Rate
    Zhu, Xiaojing
    Wang, Hongxu
    Yin, Chengguo
    Lu, Xiaoli
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON MODELLING, SIMULATION AND APPLIED MATHEMATICS (MSAM2017), 2017, 132 : 49 - 52
  • [48] A symbolic test for testing independence between time series
    Matilla-Garcia, Mariano
    Miguel Rodriguez, Jose
    Ruiz Marin, Manuel
    JOURNAL OF TIME SERIES ANALYSIS, 2010, 31 (02) : 76 - 85
  • [49] On testing for independence between the innovations of several time series
    Duchesne, Pierre
    Ghoudi, Kilani
    Remillard, Bruno
    CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2012, 40 (03): : 447 - 479
  • [50] A Set of Ternary Time Series Forecasting Models Based on the Difference Rate
    Lu, Xiao-li
    Wang, Hong-xu
    Yin, Cheng-guo
    Feng, Hao
    Wu, Qing-yan
    INTERNATIONAL CONFERENCE ON MATHEMATICS, MODELLING AND SIMULATION TECHNOLOGIES AND APPLICATIONS (MMSTA 2017), 2017, 215 : 19 - 23