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Multi-step forecasts from threshold ARMA models using asymmetric loss functions

机译:使用非对称损耗函数从阈值ARMA模型进行多步预测

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摘要

The forecasts generation from nonlinear time series models is investigated under general loss functions. After presenting the main results and some relevant features of these functions, the Linex loss has been used to generate multi-step forecasts from threshold autoregressive moving average models showing their main properties and some results connected to a proper transformation of the forecast errors. A simulation exercise highlights interesting properties of the proposed predictors, both in terms of their bias and their distribution, further clarifying how the Linex predictor can be helpful in empirical applications.
机译:在一般损失函数下研究了非线性时间序列模型的预测生成。在介绍了这些功能的主要结果和一些相关功能之后,Linex损失已用于根据阈值自回归移动平均模型生成多步预测,该模型显示了它们的主要属性以及与正确转换预测误差有关的一些结果。模拟练习从拟定的预测变量的偏差和分布方面突出了拟议的预测变量的有趣属性,进一步阐明了Linex预测变量在经验应用中的帮助。

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