Hilbert Spectra and Empirical Mode Decomposition: A Multiscale Event Analysis Method to Detect the Impact of Economic Crises on the European Carbon Market
Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the healthy development of the carbon market. Through the ensemble empirical mode decomposition (EEMD), a multiscale event analysis approach is propo...
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Published in | Computational economics Vol. 52; no. 1; pp. 105 - 121 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
New York
Springer US
01.06.2018
Springer Nature B.V Springer Verlag |
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Abstract | Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the healthy development of the carbon market. Through the ensemble empirical mode decomposition (EEMD), a multiscale event analysis approach is proposed for exploring the effect of an economic crisis on the European carbon market. Firstly, we determine the appropriate carbon price data of the estimation and event windows to embody the impact of the interested economic crisis on carbon market. Secondly, we use the EEMD to decompose the carbon price into simple modes. Hilbert spectra are adopted to identify the main mode, which is then used to estimate the strength of an extreme event on the carbon price. Thirdly, we perform a multiscale analysis that the composition of the low-frequency modes and residue is identifying as the main mode to capture the strength of the interested economic crisis on the carbon market, and the high-frequency modes are identifying as the normal market fluctuations with a little short-term effect on the carbon market. Finally, taking the 2007–2009 global financial crisis and 2009–2013 European debt crisis as two cases, the empirical results show that contrasted with the traditional intervention analysis and event analysis with the principle of “one divides into two”, the proposed method can capture the influences of an economic crisis on the carbon market at various timescales in a nonlinear framework. |
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AbstractList | Exploring the effect of an economic crisis on the carbon market can be propitious to understand the formation mechanisms of carbon pricing, and prompt the healthy development of the carbon market. Through the ensemble empirical mode decomposition (EEMD), a multiscale event analysis approach is proposed for exploring the effect of an economic crisis on the European carbon market. Firstly, we determine the appropriate carbon price data of the estimation and event windows to embody the impact of the interested economic crisis on carbon market. Secondly, we use the EEMD to decompose the carbon price into simple modes. Hilbert spectra are adopted to identify the main mode, which is then used to estimate the strength of an extreme event on the carbon price. Thirdly, we perform a multiscale analysis that the composition of the low-frequency modes and residue is identifying as the main mode to capture the strength of the interested economic crisis on the carbon market, and the high-frequency modes are identifying as the normal market fluctuations with a little short-term effect on the carbon market. Finally, taking the 2007–2009 global financial crisis and 2009–2013 European debt crisis as two cases, the empirical results show that contrasted with the traditional intervention analysis and event analysis with the principle of “one divides into two”, the proposed method can capture the influences of an economic crisis on the carbon market at various timescales in a nonlinear framework. |
Author | Zhu, Bangzhu Ma, Shujiao Wei, Yi-Ming Xie, Rui Chevallier, Julien |
Author_xml | – sequence: 1 givenname: Bangzhu surname: Zhu fullname: Zhu, Bangzhu email: wpzbz@126.com organization: School of Management, Jinan University – sequence: 2 givenname: Shujiao surname: Ma fullname: Ma, Shujiao organization: School of Business and Management, Hunan University – sequence: 3 givenname: Rui surname: Xie fullname: Xie, Rui organization: School of Economics and Trade, Hunan University – sequence: 4 givenname: Julien surname: Chevallier fullname: Chevallier, Julien email: julien.chevallier@ipag.fr organization: IPAG Lab, IPAG Business School – sequence: 5 givenname: Yi-Ming surname: Wei fullname: Wei, Yi-Ming organization: Center for Energy and Environmental Policy Research, Beijing Institute of Technology |
BackLink | https://shs.hal.science/halshs-04250160$$DView record in HAL |
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Keywords | Hilbert transform C6 Q4 C8 European carbon market Ensemble empirical mode decomposition Event analysis Economic crisis |
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SubjectTerms | Analysis Behavioral/Experimental Economics Carbon Computer Appl. in Social and Behavioral Sciences Economic analysis Economic crisis Economic Theory/Quantitative Economics/Mathematical Methods Economics Economics and Finance Empirical analysis Humanities and Social Sciences Impact analysis Markets Math Applications in Computer Science Multiscale analysis Operations Research/Decision Theory Variation Windows |
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Title | Hilbert Spectra and Empirical Mode Decomposition: A Multiscale Event Analysis Method to Detect the Impact of Economic Crises on the European Carbon Market |
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