Inflation Forecasting Using Support Vector Regression

被引:0
作者
Zhang, Linyun [1 ]
Li, Jinchang [1 ]
机构
[1] Zhejiang Gongshang Univ, Sch Math & Stat, Hangzhou 310018, Peoples R China
来源
2012 INTERNATIONAL SYMPOSIUM ON INFORMATION SCIENCE AND ENGINEERING (ISISE) | 2012年
关键词
inflation; forecast; money gap; support vector regression; neural network; NEURAL-NETWORK; VARIABLES; MODELS;
D O I
10.1109/ISISE.2012.37
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Inflation forecasting plays an important role in monetary policy and daily life. This study focuses on developing an inflation support vector regression (SVR) model to forecast CPI. Money gap and CPI historical data are utilized to perform forecasts. Furthermore, grid search method is applied to select the parameters of SVR. In addition, this study examines the feasibility of applying SVR in inflation forecasting by comparing it with back-propagation neural network and linear regression. The result shows SVR provides a promising alternative to inflation prediction.
引用
收藏
页码:136 / 140
页数:5
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