Estimating the impact of extreme events on crude oil price: An EMD-based event analysis method

作者: Xun Zhang , Lean Yu , Shouyang Wang , Kin Keung Lai , None

DOI: 10.1016/J.ENECO.2009.04.003

关键词:

摘要: The impact of extreme events on crude oil markets is great importance in price analysis due to the fact that those generally exert strong markets. For better estimation volatility, this study attempts use an EMD-based event approach for task. In proposed method, time series be analyzed first decomposed into several intrinsic modes with different scales from fine-to-coarse and average trend. respectively capture fluctuations caused by or other factors during period. It found total included only one dominant modes, but secondary provide valuable information subsequent factors. overlapping influences lasting periods, their impacts are separated located modes. illustration verification purposes, two events, Persian Gulf War 1991 Iraq 2003, step step. empirical results reveal method provides a feasible solution estimating prices variation.

参考文章(27)
Yejing Bao, Xun Zhang, Lean Yu, Shouyang Wang, Crude Oil Price Prediction Based On Multi-scale Decomposition international conference on conceptual structures. pp. 933- 936 ,(2007) , 10.1007/978-3-540-72588-6_149
Sam Mirmirani, Hsi Cheng Li, A COMPARISON OF VAR AND NEURAL NETWORKS WITH GENETIC ALGORITHM IN FORECASTING PRICE OF OIL international conference on artificial intelligence. ,vol. 19, pp. 62- 67 ,(2004) , 10.1016/S0731-9053(04)19008-7
Wang Shouyang, K. K. Lai, YU Lean, CRUDE OIL PRICE FORECASTING WITH TEI@I METHODOLOGY ∗ Journal of Systems Science & Complexity. ,vol. 18, pp. 145- 166 ,(2005)
Lean Yu, Kin Keung Lai, Shouyang Wang, Kaijian He, Oil Price Forecasting with an EMD-Based Multiscale Neural Network Learning Paradigm international conference on conceptual structures. pp. 925- 932 ,(2007) , 10.1007/978-3-540-72588-6_148
Wen Xie, Lean Yu, Shanying Xu, Shouyang Wang, None, A new method for crude oil price forecasting based on support vector machines international conference on computational science. pp. 444- 451 ,(2006) , 10.1007/11758549_63
Maral Kichian, Lynda Khalaf, Jean-Thomas Bernard, Structural Change and Forecasting Long-Run Energy Prices Research Papers in Economics. ,(2004)
Robert E. Looney, Oil Prices and the Iraq War: Market Interpretations of Military Developments Naval Postgraduate School (U.S.). Center for Contemporary Conflict. ,(2003)
Achim Zeileis, Friedrich Leisch, Kurt Hornik, Christian Kleiber, strucchange. An R package for testing for structural change in linear regression models. Journal of Statistical Software. ,vol. 7, pp. 1- 38 ,(2002) , 10.18637/JSS.V007.I02
Ying Fan, Qiang Liang, Yi-Ming Wei, A generalized pattern matching approach for multi-step prediction of crude oil price☆ Energy Economics. ,vol. 30, pp. 889- 904 ,(2008) , 10.1016/J.ENECO.2006.10.012