A Wavelet-Based Approach to Filter Out Symmetric Macroeconomic Shocks

被引:14
作者
Marsalek, Roman [1 ]
Pomenkova, Jitka [1 ]
Kapounek, Svatopluk [2 ]
机构
[1] Brno Univ Technol, Fac Elect Engn & Commun, CS-61090 Brno, Czech Republic
[2] Mendel Univ Brno, Fac Business & Econ, Brno, Czech Republic
关键词
Wavelet transform; Filters; Comovement; Macroeconomic shocks; BUSINESS CYCLES; DECOMPOSITION; FREQUENCY;
D O I
10.1007/s10614-013-9403-x
中图分类号
F [经济];
学科分类号
02 ;
摘要
We propose a novel method for econometric time series analysis. This method acts as the comovement-selective filter and is useful to filter out the cycles that are caused by an global event present in the reference time series. We demonstrate its applicability on removing symmetric macroeconomic shock caused by recent financial crisis from the business cycle of the euro area according to the comovement with the United States. The application allowing to identify the country specific business cycles in the Visegrad countries data using the comovement with Germany is also presented. The method is based on the continuous wavelet transform, its inverse and the comovement measurement in the time-frequency domain. Its application also enables to uncover detailed development of the business cycle synchronization in time.
引用
收藏
页码:477 / 488
页数:12
相关论文
共 28 条
[1]  
Aastveit KA, 2011, 20119 NORG BANK
[2]   An introduction to wavelet transforms for chemometricians: A time-frequency approach [J].
Alsberg, BK ;
Woodward, AM ;
Kell, DB .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 1997, 37 (02) :215-239
[3]  
[Anonymous], WAVELET TOUR SIGNAL
[4]   Feature-based wavelet shrinkage algorithm for image denoising [J].
Balster, EJ ;
Zheng, YF ;
Ewing, RL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2005, 14 (12) :2024-2039
[5]   Stylized facts of business cycles in a transition economy in time and frequency [J].
Caraiani, Petre .
ECONOMIC MODELLING, 2012, 29 (06) :2163-2173
[6]   FREQUENCY-TIME DECOMPOSITION OF SEISMIC DATA USING WAVELET-BASED METHODS [J].
CHAKRABORTY, A ;
OKAYA, D .
GEOPHYSICS, 1995, 60 (06) :1906-1916
[7]   Adaptive wavelet thresholding for image denoising and compression [J].
Chang, SG ;
Yu, B ;
Vetterli, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (09) :1532-1546
[8]   A measure of comovement for economic variables: Theory and empirics [J].
Croux, C ;
Forni, M ;
Reichlin, L .
REVIEW OF ECONOMICS AND STATISTICS, 2001, 83 (02) :232-241
[9]  
Czech National Bank, 2011, 42011 CZECH NAT BANK
[10]   Tracking the US business cycle with a singular spectrum analysis [J].
de Carvalho, Miguel ;
Rodrigues, Paulo C. ;
Rua, Antonio .
ECONOMICS LETTERS, 2012, 114 (01) :32-35