Asymptotic properties of least squares estimation for a new fuzzy autoregressive model

被引:1
|
作者
Zhao, Zhi-Wen [1 ]
Peng, Cui-Xin [2 ]
机构
[1] Jilin Normal Univ, Coll Math, Siping 136000, Peoples R China
[2] Jilin Normal Univ, Publ Foreign Languages Dept, Siping 136000, Peoples R China
关键词
fuzzy random variables; fuzzy numbers; fuzzy least squares estimation; fuzzy autoregressive model; fuzzy set;
D O I
10.1186/1029-242X-2013-56
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we extend the standard autoregressive model to the case where the explanatory and response variables are random fuzzy variables. The fuzzy least-squares estimators (FLSE) of the model parameters are derived and their asymptotic properties are established. A simulation is conducted to evaluate our method, and it is found that the proposed method provides a better performance.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Asymptotic properties of least squares estimation for a new fuzzy autoregressive model
    Zhi-Wen Zhao
    Cui-Xin Peng
    [J]. Journal of Inequalities and Applications, 2013
  • [2] Asymptotic properties of least squares estimation with fuzzy observations
    Kim, Hae Kyung
    Yoon, Jin Hee
    Li, Ying
    [J]. INFORMATION SCIENCES, 2008, 178 (02) : 439 - 451
  • [3] ALMOST SURE ASYMPTOTIC PROPERTIES OF THE LEAST-SQUARES ESTIMATOR OF A VECTOR AUTOREGRESSIVE MODEL
    DUFLO, M
    SENOUSSI, R
    TOUATI, A
    [J]. ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES, 1991, 27 (01): : 1 - 25
  • [4] On the total least-squares estimation for autoregressive model
    Zeng, W.
    Fang, X.
    Lin, Y.
    Huang, X.
    Zhou, Y.
    [J]. SURVEY REVIEW, 2018, 50 (359) : 186 - 190
  • [5] A note on the limiting properties of the least squares estimation for the random coefficient autoregressive model
    Zhao, Zhi-Wen
    Wang, De-Hui
    Peng, Cui-Xin
    Bi, Li
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2017, 46 (04) : 2002 - 2006
  • [6] On Asymptotic Properties of the Multiple Fuzzy Least Squares Estimator
    Yoon, Jin Hee
    Choi, Seung Hoe
    Grzegorzewski, Przemyslaw
    [J]. SOFT METHODS FOR DATA SCIENCE, 2017, 456 : 525 - 532
  • [7] Fuzzy Least Squares Estimation with New Fuzzy Operations
    Yoon, Jin Hee
    Choi, Seung Hoe
    [J]. SYNERGIES OF SOFT COMPUTING AND STATISTICS FOR INTELLIGENT DATA ANALYSIS, 2013, 190 : 193 - +
  • [8] Least squares estimation in a simple random coefficient autoregressive model
    Johansen, Soren
    Lange, Theis
    [J]. JOURNAL OF ECONOMETRICS, 2013, 177 (02) : 285 - 288
  • [9] Least Squares Estimation of Generalized Space Time AutoRegressive (GSTAR) Model and Its Properties
    Ruchjana, Budi Nurani
    Borovkova, Svetlana A.
    Lopuhaa, H. P.
    [J]. 5TH INTERNATIONAL CONFERENCE ON RESEARCH AND EDUCATION IN MATHEMATICS (ICREM5), 2012, 1450 : 61 - 64
  • [10] On least squares estimation for nonlinear autoregressive processes
    Mangeas, M
    Yao, JF
    [J]. COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE I-MATHEMATIQUE, 1997, 324 (04): : 471 - 474