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A short-term projection for Japanese central government debt via WASD neuronet

机译:通过WASD神经网络对日本中央政府债务的短期预测

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Japan has the highest debt-to-GDP ratio among advanced countries. Japanese central government debt has increased rapidly in the past 20 years. According to the data provided by Ministry of Finance, Japan, the total central government debt (TCGD) of Japan reached 1, 066,423.4 billion (December 31, 2016). This number refreshes the history record of Japanese central government debt. It is important to conduct a projection for the TCGD so that the government can make better fiscal policies and predict the risk in the future. In this paper, we conduct a ten-quarter projection for the TCGD of Japan via a three-layer feed-forward neuronet. The neuronet is trained successfully with the central government debt data from June 30, 1996 to December 31, 2016, provided by Ministry of Finance, Japan, in quarterly manner. Numerical experiments show four different trends of TCGD: slightly increasing trend, sharply increasing trend, decreasing-increasing trend and decreasing trend. The most possibility is that the TCGD increases slightly in short term. Furthermore, we conduct a relatively longer-term (i.e., twenty-four quarters) projection with the most possibility.
机译:在发达国家中,日本的债务与GDP比率最高。在过去的20年中,日本中央政府债务迅速增加。根据日本财务省提供的数据,日本中央政府债务总额(TCGD)达到10,664,234亿欧元(2016年12月31日)。这个数字刷新了日本中央政府债务的历史记录。对TCGD进行预测很重要,这样政府才能制定更好的财政政策并预测未来的风险。在本文中,我们通过三层前馈神经网络对日本的TCGD进行了四分之一的预测。从1996年6月30日至2016年12月31日,日本财务省按季度对中央政府债务数据进行了成功的神经网络训练。数值实验显示了TCGD的四种不同趋势:略有增加趋势,急剧增加趋势,减少-增加趋势和减少趋势。短期来看,最有可能的是TCGD略有增加。此外,我们最有可能进行相对较长期的预测(即24个季度)。

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