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Modeling and forecasting the volatility of carbon dioxide emission allowance prices : a review and comparison of modern volatility models

机译:建模和预测二氧化碳排放配额价格的波动性:对现代波动率模型的回顾和比较

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摘要

The launch of the markets for carbon dioxide emission allowances was guided by the aim to use the supposedlyefficient price formation mechanism of an organized exchange to optimally allocate a certain quantity ofemissions among potential polluters. While this introduction of a centralized trading arrangement should havehelped to achieve required emission reductions with a minimum of economic losses, from the viewpoint ofmarket participants it has raised concerns about appropriate risk management provisions to cope with thefluctuations of time-varying allowance prices. The present review provides an overview over state-of-the-artmodels for price volatility expanding the scope from relatively simple GARCH-type models to models with longtermdependence and regime switches including the relatively recent class of so-called multifractal models. Weprovide a comparative application of these models to carbon dioxide emission allowance prices from theEuropean Union Emission Trading Scheme and evaluate their performance with up-to-date model comparisontests based on out-of-sample forecasts of future volatility and value-at-risk.
机译:二氧化碳排放配额市场的启动是以使用有组织的交易所所谓的有效价格形成机制为目标的,以在潜在的污染源中最佳地分配一定数量的排放量。尽管这种引入集中交易的安排本应有助于以最低的经济损失实现所需的减排,但从市场参与者的角度来看,它引起了人们对适当的风险管理规定以应对随时间变化的配额价格波动的担忧。本综述概述了价格波动的最新模型,将范围从相对简单的GARCH类型的模型扩展到具有长期依赖性和体制转换的模型,包括相对较新的一类所谓的多重分形模型。我们将这些模型用于欧盟排放交易计划的二氧化碳排放配额价格的比较应用,并根据对未来波动性和风险价值的样本外预测,通过最新的模型比较测试来评估其性能。

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