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Use of WASD neuronet in projecting the population of Oceania based on 1000-year historical data

机译:基于1000年的历史数据,使用WASD Neuronet在大洋洲的人口中使用

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With growing economic and political influence in the world, the important role played by Oceania in population issues should not be neglected. So it is very important and urgent to find an effective way to make a proper population projections. Nonetheless, the traditional methods focused on fertility and mortality may lead to the lack of all-sidedness in projection results. We realize that the historical data contain the internal mechanism of the population development, and the neuronet performs well with nonlinear data and the multifactor system. Therefore, in this report, we construct a 3-layer feed-forward neuronet equipped with a weights-and-structure-determination (WASD) algorithm to learn the historical data and project the population. With the neuronet well trained by over 1000-year historical data, we successfully project that the future Oceania population will keep a steady increasing trend in the coming fifteen years.
机译:随着世界上不断增长的经济和政治影响力,不应忽视大洋洲在人口问题中发挥的重要作用。因此,找到一种有效的方法来制作适当的人口预测是非常重要的。尽管如此,重点关注生育和死亡率的传统方法可能导致投影结果中缺乏外面。我们意识到历史数据包含人口开发的内部机制,并且神经元对非线性数据和多因素系统进行良好。因此,在本报告中,我们构建一个配备有权重和结构确定(WASD)算法的三层前馈神经元,以学习历史数据和项目人口。随着历史数据超过1000年的神经元训练,我们成功地预计未来的大洋洲人口将在未来十五年内保持稳步增长的趋势。

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