Complete f-moment convergence for maximal randomly weighted sums of arrays of rowwise widely orthant dependent random variables and its statistical applications

被引:2
作者
Wang, Miaomiao [1 ]
Zheng, Shunping [1 ]
Chen, Xi [1 ]
Wang, Xuejun [1 ]
机构
[1] Anhui Univ, Sch Big Data & Stat, Hefei 230601, Peoples R China
关键词
WOD random variables; Complete moment convergence; Completef-moment convergence; Randomly weighted sums; Complete consistency; LS ESTIMATOR; STRONG LAWS; CONSISTENCY; MODELS;
D O I
10.1016/j.cam.2023.115596
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we study the complete f-moment convergence for maximal randomly weighted sums of arrays of rowwise widely orthant dependent random variables under some general conditions. The results obtained in the paper extend and improve some previous known ones. As applications of our main results, we not only present convergence for the state observers of linear-time-invariant systems but also obtain complete consistency for the estimators of errors-in-variables regression models based on widely orthant dependent errors. We further perform a numerical simulation to verify the validity of the theoretical results.(c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页数:28
相关论文
共 44 条
[1]   SOME GENERAL STRONG LAWS FOR WEIGHTED SUMS OF STOCHASTICALLY DOMINATED RANDOM-VARIABLES [J].
ADLER, A ;
ROSALSKY, A .
STOCHASTIC ANALYSIS AND APPLICATIONS, 1987, 5 (01) :1-16
[2]  
Adler A., 1989, Int. J. Math. Math. Sci, V12, P507, DOI [DOI 10.1155/S0161171289000657, 10.1155/S0161171289000657]
[3]   Complete Convergence for Randomly Weighted Sums of Random Variables Satisfying Some Moment Inequalities [J].
Chen, Ping Yan ;
Sung, Soo Hak .
ACTA MATHEMATICA SINICA-ENGLISH SERIES, 2021, 37 (02) :279-288
[4]   Further Spitzer's law for widely orthant dependent random variables [J].
Chen, Pingyan ;
Luo, Jingjing ;
Sung, Soo Hak .
JOURNAL OF INEQUALITIES AND APPLICATIONS, 2021, 2021 (01)
[5]   Complete convergence for weighted sums of widely orthant-dependent random variables [J].
Chen, Pingyan ;
Sung, Soo Hak .
JOURNAL OF INEQUALITIES AND APPLICATIONS, 2021, 2021 (01)
[6]   Strong and weak consistency of least squares estimators in simple linear EV regression models [J].
Chen, Pingyan ;
Wen, Luliang ;
Sung, Soo Hak .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2020, 205 :64-73
[7]   A Spitzer-type law of large numbers for widely orthant dependent random variables [J].
Chen, Pingyan ;
Sung, Soo Hak .
STATISTICS & PROBABILITY LETTERS, 2019, 154
[8]  
Chow Y S., 1988, Bull. Institute Math, V16, P177
[9]  
Cui Hengjian, 1997, Systems Science and Mathematical Science, V10, P225
[10]   Estimation in partial linear EV models with replicated observations [J].
Cui, HJ .
SCIENCE IN CHINA SERIES A-MATHEMATICS, 2004, 47 (01) :144-159