Statistical test for Multiple Detrended Cross-Correlation Coefficient

被引:9
|
作者
da Silva Filho, A. M. [1 ]
Zebende, G. F. [1 ,2 ]
de Castro, A. P. N. [3 ]
Guedes, E. F. [4 ]
机构
[1] State Univ Feira de Santana, Earth Sci & Environm Modeling Program, Feira De Santana, BA, Brazil
[2] State Univ Feira de Santana, Feira De Santana, BA, Brazil
[3] Unijorge Univ Ctr, Salvador, BA, Brazil
[4] Unijorge Univ Ctr, Appl Stat Program, Salvador, BA, Brazil
关键词
Cross-correlation; DMC coefficient; Econometry; Statistical test; Times series; US STOCK-MARKET; FOREIGN-EXCHANGE; AIR-TEMPERATURE; TIME-SERIES; DCCA; OIL;
D O I
10.1016/j.physa.2020.125285
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this paper, we proposed a statistical test for the Multiple Detrended Correlation Coefficient DMCx2. The DMCx2 is a measure of total association between the dependent variable, Y, with other p independent variables, X all with the same length N. DMCx2 is based on the generalization of the rho(X-i,X-j) cross-correlation coefficient. With this methodology, it is possible to evaluate the statistical significance of DMC for different levels confidence. Findings on this research show that rejection or non-rejection of the null hypothesis of DMCx2 also depends on the size N of the series and the time scale n evaluated. Our findings also show a behavior pattern in the critical values of DMCx2 Fixing the size of the series (N), as the size of the time scale n increases, the critical values tend to increase. (C) 2020 Published by Elsevier B.V.
引用
收藏
页数:9
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