Forecasting GDP Growth Based on Ant Colony Clustering Algorithm and RBF Neural Network

被引:0
|
作者
Zhao, Jianna [1 ]
Wang, Xinying [1 ]
Wu, Zhuozheng [1 ]
机构
[1] N China Elect Power Univ, Baoding 071003, Hebei Province, Peoples R China
来源
2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6 | 2008年
关键词
ant colony Algorithm; RBF neural network; GDP forecast;
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
In order to forecast GDP growth much more accurate, a hybrid intelligent system is applied to improve the precision of forecasting, which combines Ant Colony Clustering Algorithm (ACCA) and RBF neural network. At first, we can make use of ACCA to cluster the data. And then, this clustered data is used to develop classification rules and train RBF neural network. The effectiveness of our methodology was verified by experiment data.
引用
收藏
页码:1839 / 1843
页数:5
相关论文
共 50 条
  • [21] Intrusion Detection based on ant colony algorithm of Fuzzy clustering
    Li, Wei Song
    Duan, Long Zhen
    Bai, Xiao Ming
    Zhang, Xu
    2011 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND NETWORK TECHNOLOGY (ICCSNT), VOLS 1-4, 2012, : 1642 - 1645
  • [22] Research on Ant Colony Clustering Algorithm Based on HADOOP Platform
    Wang, Zhihao
    Huo, Yonghua
    Wang, Junfang
    Zhao, Kang
    Yang, Yang
    COLLABORATE COMPUTING: NETWORKING, APPLICATIONS AND WORKSHARING, COLLABORATECOM 2016, 2017, 201 : 514 - 520
  • [23] Dynamic reproductive ant colony algorithm based on piecewise clustering
    Jin Yu
    Xiaoming You
    Sheng Liu
    Applied Intelligence, 2021, 51 : 8680 - 8700
  • [24] Optimization design of terminal sensitive projectile based on neural network and ant colony algorithm
    Wang, Liquan
    Liu, Rongzhong
    Wang, Yubo
    Guo, Rui
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND MECHANICS 2007, VOLS 1 AND 2, 2007, : 342 - 344
  • [25] Traffic Prediction Method Based on RBF Neural Network with Improved Artificial Bee Colony Algorithm
    Yu, Wanxia
    Liu, Lina
    Zhang, Weicun
    2015 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKS AND INTELLIGENT SYSTEMS (ICINIS), 2015, : 141 - 144
  • [26] Short Term Load Forecasting Based on Ant Colony Optimization-BP Neural Network Model
    Fan, Menghua
    Dai, Hongcai
    2016 3RD INTERNATIONAL CONFERENCE ON POWER AND ENERGY SYSTEMS (PES 2016), 2016, 4 : 141 - 145
  • [27] Research on Clustering Routing Algorithm for WSN Based on Ant Colony Optimization Algorithm
    Xin, Zhou
    AGRO FOOD INDUSTRY HI-TECH, 2017, 28 (03): : 3068 - 3073
  • [28] DOCUMENT CLUSTERING USING ANT COLONY ALGORITHM
    Nagarajan, E.
    Saritha, Keshetty
    MadhuGayathri, G.
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON BIG DATA ANALYTICS AND COMPUTATIONAL INTELLIGENCE (ICBDAC), 2017, : 459 - 463
  • [29] Research on Uneven Clustering APTEEN in CWSN Based on Ant Colony Algorithm
    Wang, Caiqing
    Wang, Shubin
    IEEE ACCESS, 2019, 7 : 163654 - 163664
  • [30] The Clustering Effect Analysis of College Marxist Theory Network Propagation Based on Ant Colony Intelligent Algorithm
    Zheng L.
    Applied Mathematics and Nonlinear Sciences, 2023, 8 (02) : 2345 - 2352