Wavelet analysis of stock returns and aggregate economic activity

被引:118
作者
Gallegati, Marco [1 ]
机构
[1] Univ Politecn Marche, Dept Econ, Fac Econ G Fua, I-60121 Ancona, Italy
关键词
stock markets; industrial production; wavelet variance; wavelet cross-correlation;
D O I
10.1016/j.csda.2007.07.019
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The relationship between stock market returns and economic activity is investigated using signal decomposition techniques based on wavelet analysis. After the application of the maximum overlap discrete wavelet transform (MODWT) to the DJIA stock price index and the industrial production index for the US over the period 1961:1-2006: 10 wavelet variance and cross-correlations analyses are used to investigate the scaling properties of the series and the lead/lag relationship between them at different time scales. The results show that stock market returns tend to lead the level of economic activity, but only at the highest scales (lowest frequencies) corresponding to periods of 16 months and longer, and that the leading period increases as the wavelet time scale increases. (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:3061 / 3074
页数:14
相关论文
共 52 条
[1]   Wavelet analysis of long-range-dependent traffic [J].
Abry, P ;
Veitch, D .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1998, 44 (01) :2-15
[2]  
Abry P., 1995, LECT NOTES STAT, P15, DOI DOI 10.1007/978-1-4612-2544-7_2
[3]   Multivariate denoising using wavelets and principal component analysis [J].
Aminghafari, M ;
Cheze, N ;
Poggi, JM .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (09) :2381-2398
[4]  
[Anonymous], 2006, R LANG ENV STAT COMP
[5]  
[Anonymous], 2005, J HYDROL, DOI DOI 10.1016/j.jhydrol.2004.07.020
[6]   THE STOCK-MARKET AND INVESTMENT [J].
BARRO, RJ .
REVIEW OF FINANCIAL STUDIES, 1990, 3 (01) :115-131
[7]  
Binswanger M., 2000, INT REV ECON FINANC, V9, P387, DOI [DOI 10.1016/S1059-0560(99)00056-8, 10.1016/S1059-0560(99)00056-8]
[8]   FINANCIAL INVESTMENT OPPORTUNITIES AND THE MACROECONOMY [J].
CHEN, NF .
JOURNAL OF FINANCE, 1991, 46 (02) :529-554
[9]  
Cheung Yin-Wong., 1998, Journal of Empirical Finance, V5, P281
[10]   A SEARCH FOR LONG MEMORY IN INTERNATIONAL STOCK-MARKET RETURNS [J].
CHEUNG, YW ;
LAI, KS .
JOURNAL OF INTERNATIONAL MONEY AND FINANCE, 1995, 14 (04) :597-615