题名 |
An Instantaneous Frequency Analysis to Stock Returns in a Financial Crisis |
DOI |
10.6148/IJITAS.2011.04.01.05 |
作者 |
Tsairchuan Lin;Sueman Chang |
关键词 |
Instantaneous frequency ; Instantaneous angle ; Empirical mode decomposition ; Hilbert-Huang Transformation HHT |
期刊名称 |
International Journal of Intelligent Technologies and Applied Statistics |
卷期/出版年月 |
4卷1期(2011 / 03 / 01) |
页次 |
85 - 94 |
内容语文 |
英文 |
英文摘要 |
Most of the classical time series analyses require the time series to be stationary and/or linear. However, financial time series are usually nonlinear and nonstationary. In this study, we use the Hilbert-Huang Transformation (HHT) to investigate the dairy return of several international stock markets from 2005 to 2010. The HHT approach mainly consists of application of the empirical mode decomposition (EMD) and the instantaneous frequency/phase analysis. We find that there is an obvious change in the behavior of the trading activity among these stock markets since the US sub-prime mortgage credit crunch in 2008. |
主题分类 |
基礎與應用科學 >
資訊科學 基礎與應用科學 > 統計 |