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Time series modelling and forecasting of Singapore property price: an optimal control approach

机译:新加坡物业价格的时间序列建模与预测:最优控制方法

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Examines the formulation of a time series autoregressive model using an optimal control framework. The objective of the model is to forecast the future value of the time series based upon the current and some past values of the time series. In this approach, we cast the parameters of the time series autoregressive model as the optimal control coefficients in order to obtain an improved forecast. This allows effective use of information underlying the system dynamics to drive the evolution of the autoregression parameters. This is in contrast to the typical constant-parameters autoregressive models commonly used for time series modelling and forecasting. The proposed optimal control based time series model is tested on the Singapore property price index. The results show a significant improvement of the forecasting performance over the constant-parameters autoregressive models and the random walk models.
机译:使用最优控制框架检查时间序列自回归模型的制定。该模型的目的是根据时间序列的当前和一些过去值预测时间序列的未来值。在这种方法中,我们将时间序列自回归模型的参数作为最佳控制系数施放,以获得改进的预测。这允许有效利用系统动态的信息,以驱动自回收作参数的演变。这与常用于时间序列建模和预测的典型常数自由派型号相反。在新加坡物业价格指数上测试了所提出的最优控制的时间序列模型。结果表明,在恒定参数自回归模型和随机步道模型上的预测性能显着提高了预测性能。

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