Genetic programming in time series modelling:: An application to meteorological data

被引：0
|
作者：
Vázquez, KR [1 ]
机构：
[1] Univ Nacl Autonoma Mexico, IIMAS, DISCA, Mexico City 04510, DF, Mexico
来源：
PROCEEDINGS OF THE 2001 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2 | 2001年
关键词：
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：
This paper describes a genetic programming approach for applications on prediction of real meteorological data. The well-know SISO NARMAX model is used to model and forecast this real time series. The evaluation of candidate models is based on a set of criteria taken into consideration in order to get the simpler and more accurate model for prediction.
引用
收藏
页码：261 / 266
页数：6
相关论文
共 50 条
  • [31] Forecasting high frequency data: An application to BUX index time series modelling and forecasting
    Marcek, Dusan
    Hovanec, Matus
    [J]. FINANCIAL MANAGEMENT OF FIRMS AND FINANCIAL INSTITUTIONS: 9TH INTERNATIONAL SCIENTIFIC CONFERENCE PROCEEDINGS, PTS I-III, 2013, : 498 - 504
  • [32] Time series modelling and forecasting using genetic algorithms
    Chai, CT
    Chuek, CH
    Mital, DP
    Huat, TT
    [J]. FIRST INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED INTELLIGENT ELECTRONIC SYSTEMS, PROCEEDINGS 1997 - KES '97, VOLS 1 AND 2, 1997, : 260 - 268
  • [33] Performance of genetic programming to extract the trend in noisy data series
    Borrelli, A.
    De Falco, I.
    Della Cioppa, A.
    Nicodemi, M.
    Trautteur, G.
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2006, 370 (01) : 104 - 108
  • [34] Genetic programming-based chaotic time series modeling
    Zhang W.
    Wu Z.-M.
    Yang G.-K.
    [J]. Journal of Zhejiang University-SCIENCE A, 2004, 5 (11): : 1432 - 1439
  • [35] Time Series Data Modeling and Application
    Gao, He
    Cai, Xiao-li
    Fei, Yu
    [J]. 19th International Conference on Industrial Engineering and Engineering Management: Management System Innovation, 2013, : 1095 - 1101
  • [36] Long memory time series forecasting by using genetic programming
    Emiliano Carreño Jara
    [J]. Genetic Programming and Evolvable Machines, 2011, 12 : 429 - 456
  • [37] Fast Knowledge Discovery in Time Series with GPGPU on Genetic Programming
    Ha, Sungjoo
    Moon, Byung-Ro
    [J]. GECCO'15: PROCEEDINGS OF THE 2015 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2015, : 1159 - 1166
  • [38] Long memory time series forecasting by using genetic programming
    Carreno Jara, Emiliano
    [J]. GENETIC PROGRAMMING AND EVOLVABLE MACHINES, 2011, 12 (04) : 429 - 456
  • [39] Genetic programming-based modeling on chaotic time series
    Zhang, W
    Yang, GK
    Wu, ZM
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 2347 - 2352
  • [40] Time series imputation using genetic programming and Lagrange interpolation
    de Resende, Damares C. O.
    de Santana, Adamo Lima
    Franca Lobato, Fabio Manoel
    [J]. PROCEEDINGS OF 2016 5TH BRAZILIAN CONFERENCE ON INTELLIGENT SYSTEMS (BRACIS 2016), 2016, : 169 - 174
12345