A conditional independence test for dependent data based on maximal conditional correlation

被引:4
|
作者
Cheng, Yu-Hsiang [1 ]
Huang, Tzee-Ming [1 ]
机构
[1] Natl Chengchi Univ, Dept Stat, Taipei 116, Taiwan
关键词
Conditional independence test; alpha-mixing; Maximal conditional nonlinear correlation;
D O I
10.1016/j.jmva.2012.01.017
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In Huang (2010) [8], a test of conditional independence based on maximal nonlinear conditional correlation is proposed and the asymptotic distribution for the test statistic under conditional independence is established for IID data. In this paper, we derive the asymptotic distribution for the test statistic under conditional independence for alpha-mixing data. The results of simulation show that the test performs reasonably well for dependent data. We also apply the test to stock index data to test Granger noncausality between returns and trading volume. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:210 / 226
页数:17
相关论文
共 50 条
  • [1] TESTING CONDITIONAL INDEPENDENCE USING MAXIMAL NONLINEAR CONDITIONAL CORRELATION
    Huang, Tzee-Ming
    ANNALS OF STATISTICS, 2010, 38 (04): : 2047 - 2091
  • [2] Partial correlation and conditional correlation as measures of conditional independence
    Baba, K
    Shibata, R
    Sibuya, M
    AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS, 2004, 46 (04) : 657 - 664
  • [3] A Kernel Conditional Independence Test for Relational Data
    Lee, Sanghack
    Honavar, Vasant
    CONFERENCE ON UNCERTAINTY IN ARTIFICIAL INTELLIGENCE (UAI2017), 2017,
  • [4] Test for conditional independence with application to conditional screening
    Zhou, Yeqing
    Liu, Jingyuan
    Zhu, Liping
    JOURNAL OF MULTIVARIATE ANALYSIS, 2020, 175
  • [5] A Conditional Mutual Information Estimator for Mixed Data and an Associated Conditional Independence Test
    Zan, Lei
    Meynaoui, Anouar
    Assaad, Charles K.
    Devijver, Emilie
    Gaussier, Eric
    ENTROPY, 2022, 24 (09)
  • [6] A Projective Approach to Conditional Independence Test for Dependent Processes
    Zhou, Yeqing
    Zhang, Yaowu
    Zhu, Liping
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2022, 40 (01) : 398 - 407
  • [7] Conditional Independence Test Based on Residual Similarity
    Zhang, Hao
    Xia, Yewei
    Zhang, Kun
    Zhou, Shuigeng
    Guan, Jihong
    ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA, 2023, 17 (08)
  • [8] Computational Test for Conditional Independence
    Thorjussen, Christian B. H.
    Liland, Kristian Hovde
    Mage, Ingrid
    Solberg, Lars Erik
    ALGORITHMS, 2024, 17 (08)
  • [9] A Permutation-Based Kernel Conditional Independence Test
    Doran, Gary
    Muandet, Krikamol
    Zhang, Kun
    Scholkoepf, Bernhard
    UNCERTAINTY IN ARTIFICIAL INTELLIGENCE, 2014, : 132 - 141
  • [10] Maximal type test statistics based on conditional processes
    Beirlant, J
    Einmahl, JHJ
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 1996, 53 (01) : 1 - 19