Prediction of Consumer Price Index Based on RBF Neural Network

被引:0
|
作者
Du, Yulin [1 ,2 ]
机构
[1] Fudan Univ, Sch Management, Shanghai 200433, Peoples R China
[2] East China Univ Polit & Sci Law, Dept Finance, Shanghai 201620, Peoples R China
关键词
CPI; RBF Neural Network; Prediction;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Consumer price index (CPI) is a very important index in macroeconomics. In this paper,we predict CPI using four methods : single linear regression, multiple linear regression, BP neural network and REF neural network.We compare the prediction accuracy of these models, finding that RBF neural network has the best prediction effect among these four models,the second is the BP neural network method which indicating there are strong nonlinear in consumer price index, we should use nonlinear model to predict CPI.
引用
收藏
页码:2858 / 2861
页数:4
相关论文
共 50 条
  • [21] Prediction Model of Consumer Price Index based on DE and SVM
    Chen, Tao
    [J]. 2011 AASRI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND INDUSTRY APPLICATION (AASRI-AIIA 2011), VOL 2, 2011, : 278 - 281
  • [22] Price Estimation Model of Jade Bracelet Based on RBF Neural Network
    Deng, Kun
    He, Pei
    Zhou, Xiaxia
    Zhang, Wuyi
    [J]. 4TH ANNUAL INTERNATIONAL WORKSHOP ON MATERIALS SCIENCE AND ENGINEERING (IWMSE2018), 2018, 381
  • [23] Price forecasting of stock index futures based on a new hybrid EMD-RBF neural network model
    [J]. Huifeng, Li, 1744, TeknoScienze, Viale Brianza,22, Milano, 20127, Italy (28):
  • [24] Price forecasting of stock index futures based on a new hybrid EMD-RBF neural network model
    Li Huifeng
    [J]. AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (01): : 1744 - 1747
  • [25] Prediction of soybean price in China using QR-RBF neural network model
    Zhang, Dongqing
    Zang, Guangming
    Li, Jing
    Ma, Kaiping
    Liu, Huan
    [J]. COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 154 : 10 - 17
  • [26] Diagonal Log-Normal Generalized RBF Neural Network for Stock Price Prediction
    Zheng, Wenli
    Ma, Jinwen
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2014, 2014, 8866 : 576 - 583
  • [27] A Degredation Interval Prediction Method Based on RBF Neural Network
    Zhang, Xiankun
    Sun, Fuqiang
    Li, Xiaoyang
    [J]. PROCEEDINGS OF 2014 10TH INTERNATIONAL CONFERENCE ON RELIABILITY, MAINTAINABILITY AND SAFETY (ICRMS), VOLS I AND II, 2014, : 310 - 315
  • [28] Reliability prediction based on RBF neural network for tactical internet
    Wang, XK
    Hou, CZ
    [J]. ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 1443 - 1447
  • [29] Slab Temperature Prediction Model Based on RBF Neural Network
    Research Center of Automation, Northeastern University, Shenyang 110006, China
    [J]. Xitong Fangzhen Xuebao, 3 (181-184+193):
  • [30] Ship Rolling Prediction Based on Gray RBF Neural Network
    Liu Lisang
    Peng Xiafu
    Zhou Jiehua
    [J]. MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION, PTS 1 AND 2, 2011, 48-49 : 1044 - 1048