FORECASTING OF POPULATION AND ECONOMIC CHARACTERISTICS WITH ARIMA MODELS IN INDIA

被引:0
作者
Megeri, M. N. [1 ]
Bheemanna [1 ]
机构
[1] Karnataka Univ Karnataka Arts Coll, Dept Stat, Dharwad 580001, Karnataka, India
来源
INTERNATIONAL JOURNAL OF AGRICULTURAL AND STATISTICAL SCIENCES | 2023年 / 19卷 / 02期
关键词
Population; GDP; ARIMA; Holt-Winters model; AIC; BIC; MAPE; MALPE;
D O I
10.59467/IJASS.2023.19.513
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
The Auto-regressive Integrated Moving Averages (ARIMA) and Holt-Winters Exponential Smoothing Models are discussed in this article. We also used the AIC and BIC to find the best-fitting ARIMA model for the data and provide population and economic forecasts for future years. For forecasting, we also apply the Holt-Winters Exponential Smoothing Model. The ARIMA (0, 2, 5), (0, 2, 5), (0, 2, 4), (1, 2, 2) and (0, 2, 2) models were also found to be the best-fitting models for India's Total, Urban and Rural population, GDP and Age Dependency Ratio. The ARIMA model is the best-fitted model compared to the Holt-Winters model for the forecasting. The ARIMA model underestimates the total population, whereas the Holt-Winters model overestimates it. Both models overestimate for urban populations and GDP. Rural population and the Age Dependency Ratio are underestimated by both models.
引用
收藏
页码:513 / 526
页数:14
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