Title :
Wavelet-based beta estimation of China stock market
Author :
Xiong, Xiong ; Zhang, Xiao-Tao ; Zhang, Wei ; Li, Cui-Yu
Author_Institution :
Sch. of Manage., Tianjin Univ., China
Abstract :
In this paper, we propose a new approach to estimating the systematic risk (beta) of China stock market. The proposed method is based on maximal overlap discrete wavelet transform (MODWT) that provides a natural platform to investigate the beta behavior at different time horizons without losing any information. The experimental results are different with conclusion from other stock market, the paper explains it from character of China stock and behavioral finance. The empirical results show that the predictions of the CAPM model are more relevant at short time horizons as compared to long.
Keywords :
discrete wavelet transforms; pricing; risk analysis; stock markets; time series; CAPM model; China stock market; behavioral finance; maximal overlap discrete wavelet transform; systematic risk; time horizons; wavelet-based beta estimation; Economic forecasting; Engineering management; Finance; Financial management; Mechanical engineering; Portfolios; Risk management; Stock markets; Wavelet analysis; Wavelet transforms; Beta; Maximal Overlap Discreet Wavelet Transform; Systematic Risk; Time Scale;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527548