Application of the novel nonlinear grey Bernoulli model for forecasting unemployment rate

被引:136
作者
Chen, Chun-I [1 ]
机构
[1] I Shou Univ 1, Dept Ind Engn & Management, Sect 1, Dashu Township 84041, Kaohsiung Cty, Taiwan
关键词
Nonlinear systems;
D O I
10.1016/j.chaos.2006.08.024
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The grey model is characterized by basic mathematics and a need for less raw data, but it also lacks the flexibility to adjust the model to increase the precision for the forecasting model. This study investigates forecasting using novel nonlinear grey Bernoulli model (NGBM). The NGBM is a nonlinear differential equation with power n. The curvature of the solution curve can be adjusted according to the observed first time accumulated generating operation of raw data by properly choosing power n. The power n is determined using a simple computer program, which calculates the minimum average relative percentage error of the forecast model. The NGBM is applied to re-examine an example in Deng's book and the analytical results demonstrate that it effectively enhances the modeling precision. The model precision can be increased owing to the nonlinearity of natural phenomena. The novel NGBM then is applied to forecast the annual unemployment rate of 10 selected countries for 2006. The modelling results help governments to develop future policies regarding labor and economic policies. (C) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:278 / 287
页数:10
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