GDP Growth Rate Prediction Based on BP Neural Network and Support Vector Machine

被引:0
|
作者
Zhou Shun [1 ]
Yue Xiaoguang [2 ]
机构
[1] Wuhan Univ Technol, Sch Econ, Wuhan 430070, Peoples R China
[2] Wuhan Univ Technol, Sch Resources & Environm Engn, Wuhan 430070, Peoples R China
关键词
GDP; Growth rate; BP neural network; Support vector machine;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
In order to predict GDP growth rate in China, BP Neural Network (BPNN) and Support Vector Machine (SVM) are used for GDP growth rate prediction. BP Neural Network and Support Vector Machine prediction models are established by Matlab. BPNN and SVM are both effective methods for GDP growth rate prediction. The performance of SVM is better than BPNN. The average absolute error of SVM is 14.11. The next research will focus on the improving for SVM method.
引用
收藏
页码:1263 / 1266
页数:4
相关论文
共 50 条
  • [41] Mathematical Variable Detection based on Convolutional Neural Network and Support Vector Machine
    Bui Hai Phong
    Thang Manh Hoang
    Thi-Lan Le
    2019 INTERNATIONAL CONFERENCE ON MULTIMEDIA ANALYSIS AND PATTERN RECOGNITION (MAPR), 2019,
  • [42] Classifying random variables based on support vector machine and a neural network scheme
    Feizi, Amir
    Nazemi, Alireza
    JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 2024, 36 (05) : 679 - 702
  • [43] RETRACTED: Network Reliability Prediction Based on Support Vector Machine (Retracted Article)
    Ling, Zhao
    2011 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENTAL SCIENCE-ICEES 2011, 2011, 11
  • [44] Application on Network Traffic Prediction Based on Least Squares Support Vector Machine
    Ren Yuzhuo
    Xia Kewen
    Wang Yan
    Shi Jun
    INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2, 2010, : 364 - +
  • [45] MPG prediction based on BP neural network
    Meng, Jun
    Liu, Xiangyin
    ICIEA 2006: 1ST IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-3, PROCEEDINGS, 2006, : 143 - 145
  • [46] MPG Prediction based on BP Neural Network
    Meng, Jun
    Liu, Xiangyin
    2006 1ST IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-3, 2006, : 1365 - +
  • [47] Pixel Prediction-Based Image Steganography by Support Vector Neural Network
    Reshma, V. K.
    Kumar, Vinod R. S.
    COMPUTER JOURNAL, 2021, 64 (05): : 731 - 748
  • [48] An improved BP neural network algorithm for prediction of roadway support
    He Y.-J.
    Zhang J.-S.
    Pan C.-G.
    International Journal of Circuits, Systems and Signal Processing, 2021, 15 : 393 - 399
  • [49] Displacement Prediction of Tunnel Surrounding Rock: A Comparison of Support Vector Machine and Artificial Neural Network
    Wu, Qingdong
    Yan, Bo
    Zhang, Chao
    Wang, Lu
    Ning, Guobao
    Yu, B.
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [50] Osteoporosis Risk Prediction Using Enhanced Support Vector Machine over Artificial Neural Network
    Jagadeesh, A.
    Kumar, Senthil S.
    JOURNAL OF PHARMACEUTICAL NEGATIVE RESULTS, 2022, 13 : 1602 - 1611