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首页> 外文期刊>Journal of futures markets >Multivariate constrained robust M-regression for shaping forward curves in electricity markets
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Multivariate constrained robust M-regression for shaping forward curves in electricity markets

机译:多元约束鲁棒M回归以塑造电力市场中的前向曲线

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摘要

In this paper, a multivariate constrained robust M-regression method is developed to estimate shaping coefficients for electricity forward prices. An important benefit of the new method is that model arbitrage can be ruled out at an elementary level, as all shaping coefficients are treated simultaneously. Moreover, the new method is robust to outliers, such that the provided results are stable and not sensitive to isolated sparks or dips in the market. An efficient algorithm is presented to estimate all shaping coefficients at a low computational cost. To illustrate its good performance, the method is applied to German electricity prices.
机译:本文提出了一种多元约束鲁棒M回归方法来估计电力远期价格的整形系数。新方法的一个重要好处是,可以同时处理所有成形系数,因此可以在基本水平上排除模型套利。此外,新方法对异常值具有鲁棒性,因此所提供的结果稳定且对市场中孤立的火花或跌落不敏感。提出了一种有效的算法,以较低的计算成本估算所有成形系数。为了说明其良好的性能,该方法应用于德国的电价。

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