用双指数平滑法准确预测人类发展指数

Agum Surya Ramadhan, Agung Prabowo, R. H. Kankarofi, I. Sulaiman
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摘要

人的发展现在被视为衡量一个国家发展成功与否的标准,它与经济、社会、文化、政治和环境领域密切相关。人类发展的成功与否是根据人类发展指数(IPM)来衡量的。博约拉里县是中爪哇省自然资源丰富多样的县之一。拥有的自然资源的巨大潜力应与人类发展的质量相适应。然而,事实证明,这与Boyolali Regency的HDI值不符,该值仍低于中爪哇的平均HDI值。使博约拉利政府继续努力,最大限度地发挥潜力,提高HDI值。在此基础上,有必要进行预测,以供参考,以最大限度地提高博约拉利县未来几年的人类发展水平。在本研究中,使用2011 - 2021年Boyolali Regency的HDI数据,使用Brown的双指数平滑方法进行Boyolali Regency的HDI预测。所使用的数据来自中央统计局(BPS) Boyolali摄政。采用算术方法进行HDI预测,并基于平均绝对百分比误差(MAPE)比较两种方法的最佳预测结果。双指数平滑法预测结果显示,最佳alpha平滑参数值为0.91,MAPE值为0.4061%。同时,采用等差数列法,MAPE为0.4704%。两种方法产生的MAPE值都具有很好的标准,因此两种方法都可以用于预测。然而,基于最小MAPE值的准则,使用双指数平滑方法。双指数平滑法预测2022年、2023年和2024年的HDI分别为74.61、74.81和75.02。而同期用算术方法预测的结果分别为74.93、75.45和75.98。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Forecasting Human Development Index With Double Exponential Smoothing Method And Acorrect Determination
Human development is now seen as a measure of the success of the development of a nation which is closely related to the economic, social, cultural, political and environmental fields. The success of human development is measured based on the Human Development Index (IPM). Boyolali Regency is one of the regencies in Central Java Province which has diverse and abundant natural resources. The large potential of natural resources owned should be in line with the quality of human development. However, it turns out that this is not in line with the HDI value of Boyolali Regency which is still below the average HDI value of Central Java. So that the Boyolali government continues to strive to maximize the potential and increase the HDI value. Based on this, it is necessary to do forecasting as a reference to maximize the level of human development in Boyolali Regency in the next few years. In this study, HDI forecasting in Boyolali Regency was carried out using the Double Exponential Smoothing method from Brown with the data used is HDI data in Boyolali Regency from 2011 to 2021. The data used was obtained from the Central Bureau of Statistics (BPS) Boyolali Regency. HDI forecasting was also carried out using the arithmetical method, and the best forecasting results were compared between the two methods based on the mean absolute percentage error (MAPE). Forecasting results using the Double Exponential Smoothing method produce the best alpha smoothing parameter values of 0.91 and MAPE values of 0.4061%. Meanwhile, using the arithmetic series method, the MAPE is 0.4704%. Both methods produce MAPE values with very good criteria, so that both methods can be used for forecasting. However, based on the criteria for the smallest MAPE value, the Double Exponential Smoothing method is used. The results of the HDI forecasting using the Double Exponential Smoothing method for 2022, 2023 and 2024 are 74.61, 74.81 and 75.02 respectively. While the results of forecasting with arithmetical method for the same years are 74.93, 75.45, and 75.98.
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