Identifying the determinants of European carbon allowances prices: A novel robust partial least squares method for open-high-low-close data
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DOI: 10.1016/j.irfa.2023.102938
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- Benz, Eva & Trück, Stefan, 2009. "Modeling the price dynamics of CO2 emission allowances," Energy Economics, Elsevier, vol. 31(1), pages 4-15, January.
- Chevallier, Julien & Khuong Nguyen, Duc & Carlos Reboredo, Juan, 2019. "A conditional dependence approach to CO2-energy price relationships," Energy Economics, Elsevier, vol. 81(C), pages 812-821.
- Domagoj Vulin & Maja Arnaut & Daria Karasalihović Sedlar, 2020. "Forecast of long‐term EUA price probability using momentum strategy and GBM simulation," Greenhouse Gases: Science and Technology, Blackwell Publishing, vol. 10(1), pages 230-248, February.
- Yin-Wong Cheung, 2007.
"An empirical model of daily highs and lows,"
International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 12(1), pages 1-20.
- Yin-Wong Cheung, 2006. "An Empirical Model of Daily Highs and Lows," CESifo Working Paper Series 1695, CESifo.
- Yin-wong Cheung, 2006. "An Empirical Model of Daily Highs and Lows," Working Papers 072006, Hong Kong Institute for Monetary Research.
- Koch, Nicolas & Fuss, Sabine & Grosjean, Godefroy & Edenhofer, Ottmar, 2014. "Causes of the EU ETS price drop: Recession, CDM, renewable policies or a bit of everything?—New evidence," Energy Policy, Elsevier, vol. 73(C), pages 676-685.
- Rickels, Wilfried & Duscha, Vicki & Keller, Andreas & Peterson, Sonja, 2007. "The determinants of allowance prices in the European emissions trading scheme: Can we expect an efficient allowance market 2008?," Kiel Working Papers 1387, Kiel Institute for the World Economy (IfW Kiel).
- Palao, Fernando & Pardo, Angel, 2012. "Assessing price clustering in European Carbon Markets," Applied Energy, Elsevier, vol. 92(C), pages 51-56.
- Fiess, Norbert M & MacDonald, Ronald, 2002. "Towards the fundamentals of technical analysis: analysing the information content of High, Low and Close prices," Economic Modelling, Elsevier, vol. 19(3), pages 353-374, May.
- Liu, Xiaojia & An, Haizhong & Wang, Lijun & Jia, Xiaoliang, 2017. "An integrated approach to optimize moving average rules in the EUA futures market based on particle swarm optimization and genetic algorithms," Applied Energy, Elsevier, vol. 185(P2), pages 1778-1787.
- Cludius, Johanna & de Bruyn, Sander & Schumacher, Katja & Vergeer, Robert, 2020. "Ex-post investigation of cost pass-through in the EU ETS - an analysis for six industry sectors," Energy Economics, Elsevier, vol. 91(C).
- Rickels Wilfried & Görlich Dennis & Peterson Sonja, 2015.
"Explaining European Emission Allowance Price Dynamics: Evidence from Phase II,"
German Economic Review, De Gruyter, vol. 16(2), pages 181-202, May.
- Wilfried Rickels & Dennis Görlich & Sonja Peterson, 2015. "Explaining European Emission Allowance Price Dynamics: Evidence from Phase II," German Economic Review, Verein für Socialpolitik, vol. 16(2), pages 181-202, May.
- Rickels, Wilfried & Görlich, Dennis & Oberst, Gerrit, 2010. "Explaining European emission allowance price dynamics: Evidence from Phase II," Kiel Working Papers 1650, Kiel Institute for the World Economy (IfW Kiel).
- Aatola, Piia & Ollikainen, Markku & Toppinen, Anne, 2013. "Price determination in the EU ETS market: Theory and econometric analysis with market fundamentals," Energy Economics, Elsevier, vol. 36(C), pages 380-395.
- Hintermann, Beat, 2010.
"Allowance price drivers in the first phase of the EU ETS,"
Journal of Environmental Economics and Management, Elsevier, vol. 59(1), pages 43-56, January.
- Beat Hintermann, 2009. "Allowance Price Drivers in the First Phase of the EU ETS," CEPE Working paper series 09-63, CEPE Center for Energy Policy and Economics, ETH Zurich.
- Chevallier, Julien & Le Pen, Yannick & Sévi, Benoît, 2011.
"Options introduction and volatility in the EU ETS,"
Resource and Energy Economics, Elsevier, vol. 33(4), pages 855-880.
- Julien Chevallier & Yannick Le Pen & Benoît Sévi, 2009. "Options introduction and volatility in the EU ETS," Working Papers hal-00419339, HAL.
- Julien Chevallier & Yannick Le Pen & Benoît Sévi, 2011. "Options introduction and volatility in the EU ETS," Working Papers 1107, Chaire Economie du climat.
- Julien Chevallier & Yannick Le Pen & Benoît Sévi, 2011. "Options introduction and volatility in the EU ETS," Post-Print hal-00991848, HAL.
- Julien Chevallier & Yannick Le Pen & Benoît Sévi, 2009. "Options introduction and volatility in the EU ETS," EconomiX Working Papers 2009-33, University of Paris Nanterre, EconomiX.
- Chune Young Chung & Minkyu Jeong & Jason Young, 2018. "The Price Determinants of the EU Allowance in the EU Emissions Trading Scheme," Sustainability, MDPI, vol. 10(11), pages 1-29, November.
- Chevallier, Julien, 2009. "Carbon futures and macroeconomic risk factors: A view from the EU ETS," Energy Economics, Elsevier, vol. 31(4), pages 614-625, July.
- Katarzyna Rudnik & Anna Hnydiuk-Stefan & Aneta Kucińska-Landwójtowicz & Łukasz Mach, 2022. "Forecasting Day-Ahead Carbon Price by Modelling Its Determinants Using the PCA-Based Approach," Energies, MDPI, vol. 15(21), pages 1-23, October.
- Oberndorfer, Ulrich & Alexeeva-Talebi, Victoria & Löschel, Andreas, 2010. "Understanding the competitiveness implications of future phases of EU ETS on the industrial sectors," ZEW Discussion Papers 10-044, ZEW - Leibniz Centre for European Economic Research.
- Creti, Anna & Jouvet, Pierre-André & Mignon, Valérie, 2012.
"Carbon price drivers: Phase I versus Phase II equilibrium?,"
Energy Economics, Elsevier, vol. 34(1), pages 327-334.
- Anna Creti & Pierre-André Jouvet & Valérie Mignon, 2011. "Carbon Price Drivers: Phase I versus Phase II Equilibrium?," Working Papers 1106, Chaire Economie du climat.
- Anna Creti & Pierre-André Jouvet & Valérie Mignon, 2012. "Carbon Price Drivers: Phase I versus Phase II Equilibrium?," Post-Print hal-01385813, HAL.
- Anna Creti & Pierre-André Jouvet & Valérie Mignon, 2011. "Carbon Price Drivers: Phase I Versus Phase II Equilibrium?," Working Papers 2011-09, CEPII research center.
- Pragyan Deb & Davide Furceri & Jonathan D. Ostry & Nour Tawk, 2022.
"The Economic Effects of COVID-19 Containment Measures,"
Open Economies Review, Springer, vol. 33(1), pages 1-32, February.
- Mr. Pragyan Deb & Davide Furceri & Mr. Jonathan David Ostry & Nour Tawk, 2020. "The Economic Effects of COVID-19 Containment Measures," IMF Working Papers 2020/158, International Monetary Fund.
- Ostry, Jonathan D. & Deb, Pragyan & Furceri, Davide & Tawk, Nour, 2020. "The Economic Effects of COVID-19 Containment Measures," CEPR Discussion Papers 15087, C.E.P.R. Discussion Papers.
- Shen Yin & Guang Wang & Xu Yang, 2014. "Robust PLS approach for KPI-related prediction and diagnosis against outliers and missing data," International Journal of Systems Science, Taylor & Francis Journals, vol. 45(7), pages 1375-1382, July.
- Palao, Fernando & Pardo, Ángel, 2021. "The inconvenience yield of carbon futures," Energy Economics, Elsevier, vol. 101(C).
- repec:dau:papers:123456789/6793 is not listed on IDEAS
- Bredin, Don & Muckley, Cal, 2011. "An emerging equilibrium in the EU emissions trading scheme," Energy Economics, Elsevier, vol. 33(2), pages 353-362, March.
- Wei, Yigang & Gong, Ping & Zhang, Jianhong & Wang, Li, 2021. "Exploring public opinions on climate change policy in "Big Data Era"—A case study of the European Union Emission Trading System (EU-ETS) based on Twitter," Energy Policy, Elsevier, vol. 158(C).
- Reboredo, Juan C., 2013. "Modeling EU allowances and oil market interdependence. Implications for portfolio management," Energy Economics, Elsevier, vol. 36(C), pages 471-480.
- Federica Genovese & Endre Tvinnereim, 2019. "Who opposes climate regulation? Business preferences for the European emission trading scheme," The Review of International Organizations, Springer, vol. 14(3), pages 511-542, September.
- Batten, Jonathan A. & Maddox, Grace E. & Young, Martin R., 2021. "Does weather, or energy prices, affect carbon prices?," Energy Economics, Elsevier, vol. 96(C).
- Yu, Song-min & Fan, Ying & Zhu, Lei & Eichhammer, Wolfgang, 2020. "Modeling the emission trading scheme from an agent-based perspective: System dynamics emerging from firms’ coordination among abatement options," European Journal of Operational Research, Elsevier, vol. 286(3), pages 1113-1128.
- repec:dau:papers:123456789/4222 is not listed on IDEAS
- Hammoudeh, Shawkat & Nguyen, Duc Khuong & Sousa, Ricardo M., 2014.
"What explain the short-term dynamics of the prices of CO2 emissions?,"
Energy Economics, Elsevier, vol. 46(C), pages 122-135.
- Shawkat Hammoudeh & Duc Khuong Nguyen & Ricardo M. Sousa, 2014. "What explains the short-term dynamics of the prices of CO2 emissions?," NIPE Working Papers 04/2014, NIPE - Universidade do Minho.
- Lutz, Benjamin Johannes & Pigorsch, Uta & Rotfuß, Waldemar, 2013.
"Nonlinearity in cap-and-trade systems: The EUA price and its fundamentals,"
Energy Economics, Elsevier, vol. 40(C), pages 222-232.
- Lutz, Benjamin Johannes & Pigorsch, Uta & Rotfuß, Waldemar, 2013. "Nonlinearity in cap-and-trade systems: The EUA price and its fundamentals," ZEW Discussion Papers 13-001 [rev.], ZEW - Leibniz Centre for European Economic Research.
- Lutz, Benjamin Johannes & Pigorsch, Uta & Rotfuß, Waldemar, 2013. "Nonlinearity in cap-and-trade systems: The EUA price and its fundamentals," ZEW Discussion Papers 13-001, ZEW - Leibniz Centre for European Economic Research.
- Kim, Hyun Seok & Koo, Won W., 2010. "Factors affecting the carbon allowance market in the US," Energy Policy, Elsevier, vol. 38(4), pages 1879-1884, April.
- repec:dau:papers:123456789/4210 is not listed on IDEAS
- Tan, Xue-Ping & Wang, Xin-Yu, 2017. "Dependence changes between the carbon price and its fundamentals: A quantile regression approach," Applied Energy, Elsevier, vol. 190(C), pages 306-325.
- Uddin, Gazi Salah & Hernandez, Jose Areola & Shahzad, Syed Jawad Hussain & Hedström, Axel, 2018.
"Multivariate dependence and spillover effects across energy commodities and diversification potentials of carbon assets,"
Energy Economics, Elsevier, vol. 71(C), pages 35-46.
- Gazi Salah Uddin & Jose Areola Hernandez & Syed Jawad Hussain Shahzad & Axel Hedström, 2018. "Multivariate dependence and spillover effects across energy commodities and diversification potentials of carbon assets," Post-Print hal-01996386, HAL.
- Zhang, Ditian & Tang, Pan, 2023. "Forecasting European Union allowances futures: The role of technical indicators," Energy, Elsevier, vol. 270(C).
- Huang, Wenyang & Wang, Huiwen & Qin, Haotong & Wei, Yigang & Chevallier, Julien, 2022. "Convolutional neural network forecasting of European Union allowances futures using a novel unconstrained transformation method," Energy Economics, Elsevier, vol. 110(C).
- Po Yun & Chen Zhang & Yaqi Wu & Yu Yang, 2022. "Forecasting Carbon Dioxide Price Using a Time-Varying High-Order Moment Hybrid Model of NAGARCHSK and Gated Recurrent Unit Network," IJERPH, MDPI, vol. 19(2), pages 1-19, January.
- Adil El Amri & Rachid Boutti & Salah Oulfarsi & Florence Rodhain & Brahim Bouzahir, 2020. "Carbon financial markets underlying climate risk management, pricing and forecasting: Fundamental analysis," Post-Print hal-03120782, HAL.
- Zhang, Dongyang & Kong, Qunxi & Wang, Yizhi & Vigne, Samuel A., 2023. "Exquisite workmanship through net-zero emissions? The effects of carbon emission trading policy on firms' export product quality," Energy Economics, Elsevier, vol. 123(C).
- John Hulland, 1999. "Use of partial least squares (PLS) in strategic management research: a review of four recent studies," Strategic Management Journal, Wiley Blackwell, vol. 20(2), pages 195-204, February.
- Jiménez-Rodríguez, Rebeca, 2019. "What happens to the relationship between EU allowances prices and stock market indices in Europe?," Energy Economics, Elsevier, vol. 81(C), pages 13-24.
- Yang, Dennis & Zhang, Qiang, 2000. "Drift-Independent Volatility Estimation Based on High, Low, Open, and Close Prices," The Journal of Business, University of Chicago Press, vol. 73(3), pages 477-491, July.
- Lovcha, Yuliya & Perez-Laborda, Alejandro & Sikora, Iryna, 2022. "The determinants of CO2 prices in the EU emission trading system," Applied Energy, Elsevier, vol. 305(C).
- Maria Mansanet-Bataller & Angel Pardo & Enric Valor, 2007. "CO2 Prices, Energy and Weather," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 73-92.
- repec:dau:papers:123456789/5109 is not listed on IDEAS
- Bangzhu Zhu & Shunxin Ye & Ping Wang & Julien Chevallier & Yi‐Ming Wei, 2022. "Forecasting carbon price using a multi‐objective least squares support vector machine with mixture kernels," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(1), pages 100-117, January.
- Liudmila Reshetnikova & Natalia Boldyreva & Anton Devyatkov & Zhanna Pisarenko & Danila Ovechkin, 2023. "Carbon Pricing in Current Global Institutional Changes," Sustainability, MDPI, vol. 15(4), pages 1-19, February.
- repec:dau:papers:123456789/5110 is not listed on IDEAS
- Tianhang Huang & Yunjiang Yu & Yigang Wei & Huiwen Wang & Wenyang Huang & Xuchang Chen, 2018. "Spatial–seasonal characteristics and critical impact factors of PM2.5 concentration in the Beijing–Tianjin–Hebei urban agglomeration," PLOS ONE, Public Library of Science, vol. 13(9), pages 1-24, September.
- Lean Yu & Jingjing Li & Ling Tang, 2015. "Dynamic volatility spillover effect analysis between carbon market and crude oil market: a DCC-ICSS approach," International Journal of Global Energy Issues, Inderscience Enterprises Ltd, vol. 38(4/5/6), pages 242-256.
- Ajay K. Dhamija & Surendra S. Yadav & PK Jain, 2017. "Forecasting volatility of carbon under EU ETS: a multi-phase study," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 19(2), pages 299-335, April.
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- Huang, Wenyang & Gao, Tianxiao & Hao, Yun & Wang, Xiuqing, 2023. "Transformer-based forecasting for intraday trading in the Shanghai crude oil market: Analyzing open-high-low-close prices," Energy Economics, Elsevier, vol. 127(PA).
- Wang, Jiqiang & Dai, Peng-Fei & Zhang, Xuewen, 2024. "Untangling the entanglement of US monetary policy uncertainty and European natural gas and carbon prices," Energy Economics, Elsevier, vol. 133(C).
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Keywords
European Union allowance; European Union emission trading system; Open-high-low-close data; Partial least squares method; Roust estimation;All these keywords.
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