Two-sample tests for multivariate functional data with applications

被引:15
|
作者
Qiu, Zhiping [1 ,2 ]
Chen, Jianwei [1 ,2 ,4 ]
Zhang, Jin-Ting [3 ]
机构
[1] Huaqiao Univ, Res Ctr Appl Stat & Big Data, Xiamen, Peoples R China
[2] Huaqiao Univ, Sch Stat, Xiamen, Peoples R China
[3] Natl Univ Singapore, Dept Stat & Appl Probabil, Singapore, Singapore
[4] San Diego State Univ, Dept Math & Stat, San Diego, CA USA
基金
中国国家自然科学基金;
关键词
Multivariate functional data; Nonparametric bootstrap test; Pointwise Hotelling T-2-test; Two-sample test; Welch-Satterthwaite chi(2)-approximation;
D O I
10.1016/j.csda.2020.107160
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Multivariate functional data are frequently obtained in many scientific or industrial areas where several functions for a statistical unit are observed over time. It is often interesting to check if the mean vector functions of two multivariate functional samples are equal. To address this important issue, two global tests for the above two-sample problem for multivariate functional data are proposed and studied. Their asymptotic random expressions under the null and certain local alternative hypotheses are derived and their root-n consistencies are established. Simulation studies show that the proposed two tests generally have higher or not worse powers than some existing competitors. A real data application illustrates the proposed tests. (C) 2020 Elsevier B.V. All rights reserved.
引用
收藏
页数:14
相关论文
共 50 条
  • [11] Kernel two-sample tests for manifold data
    Cheng, Xiuyuan
    Xie, Yao
    BERNOULLI, 2024, 30 (04) : 2572 - 2597
  • [12] Two-Sample Tests Based on Data Depth
    Shi, Xiaoping
    Zhang, Yue
    Fu, Yuejiao
    ENTROPY, 2023, 25 (02)
  • [13] Projection-based two-sample inference for sparsely observed multivariate functional data
    Koner, Salil
    Luo, Sheng
    BIOSTATISTICS, 2024, 25 (04) : 1156 - 1177
  • [14] Two-Sample Hypothesis Test for Functional Data
    Zhao, Jing
    Feng, Sanying
    Hu, Yuping
    MATHEMATICS, 2022, 10 (21)
  • [15] A Kernel Two-Sample Test for Functional Data
    Wynne, George
    Duncan, Andrew B.
    JOURNAL OF MACHINE LEARNING RESEARCH, 2022, 23
  • [16] Two-sample inference for sparse functional data
    Zhang, Chi
    Sang, Peijun
    Qin, Yingli
    ELECTRONIC JOURNAL OF STATISTICS, 2025, 19 (01): : 792 - 864
  • [17] Two-sample inference for sparse functional data
    Wang, Qiyao
    ELECTRONIC JOURNAL OF STATISTICS, 2021, 15 (01): : 1395 - 1423
  • [18] A Kernel Two-Sample Test for Functional Data
    Wynne, George
    Duncan, Andrew B.
    Journal of Machine Learning Research, 2022, 23 : 1 - 51
  • [19] Combined two-sample tests for randomly censored data
    Aly, EEAA
    TATRA MOUNTAINS MATHEMATICAL PUBLICATIONS, VOL 17, 1998, : 209 - 218
  • [20] Two-sample tests for interval-valued data
    Choi, Hyejeong
    Lim, Johan
    Yu, Donghyeon
    Kwak, Minjung
    JOURNAL OF THE KOREAN STATISTICAL SOCIETY, 2021, 50 (01) : 233 - 271