The Application of Grey Markov Forecasting Model Based on Entropy Method

被引:0
|
作者
Zhou, Zhuoan [1 ]
Lan, Bo [1 ]
Huang, Zhitao [1 ]
Chen, Peina [1 ]
Deng, Xiaoling [2 ]
Mao, Weihua [1 ]
Yuan, Liguo [1 ]
机构
[1] South China Agr Univ, Coll Math & Informat, Guangzhou 510642, Guangdong, Peoples R China
[2] South China Agr Univ, Coll Econ & Management, Guangzhou 510642, Guangdong, Peoples R China
关键词
Markov chain forecasting model; transition matrix; entropy method; ARIMA model; grey 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
Markov forecasting model is applicable for data fluctuation interval estimation and prediction. It is important to determine the weighting in model evaluation to avoid subjectivity. In order to close the gap, comparison studies are performed on prediction accuracy and weighting coefficient selection among Markov chain model, grey model and ARIMA model. Furthermore, a new grey Markov forecasting model based on entropy method is established to predict stock prices. Empirical analysis shows that it is an effective method, because it is more reliable and more accurate than the aforementioned models.
引用
收藏
页码:1533 / 1538
页数:6
相关论文
共 50 条
  • [1] Forecasting Model Based on Improved Grey-Markov
    Cao Qun
    Liu Bingxiang
    Cheng Xiang
    [J]. ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 2758 - +
  • [2] An Improved Grey-Markov Forecasting Model and Its Application
    Zhu Xinglin
    [J]. 2010 INTERNATIONAL CONFERENCE ON FUTURE CONTROL AND AUTOMATION (ICFCA 2010), 2010, : 1 - 5
  • [3] Grey Markov Model and Its Application in Forecasting Electricity Demand
    Meng, Ming
    [J]. SEVENTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS I-III: UNLOCKING THE FULL POTENTIAL OF GLOBAL TECHNOLOGY, 2008, : 2505 - 2510
  • [4] Study on Mid-Long Term Forecasting Method of Power Supply Based on Grey Model and Markov Forecasting Model
    Huang Qinqin
    Li Xiangming
    Leng Zhiwen
    Qi Yue
    Liu Hanjie
    [J]. 2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 1024 - 1028
  • [5] The application of Grey Markov Model for forecasting annual peak water level
    Dong, S
    Xiong, CB
    Liu, DF
    [J]. PROGRESS IN SAFETY SCIENCE AND TECHNOLOGY, VOL III, PTS A AND B, 2002, 3 : 834 - 838
  • [6] Application of Grey-markov Model in Order Forecasting of Distribution Center
    Liu Tiexin
    Jiang Weijian
    [J]. INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL 1, PROCEEDINGS, 2008, : 576 - +
  • [7] Analysis and Application of Grey-Markov Chain Model in Tax Forecasting
    Zhang, Huidi
    Chen, Yimao
    [J]. JOURNAL OF MATHEMATICS, 2021, 2021
  • [8] Combined Grey Model Based on Entropy Weight Method for Long-term Load Forecasting
    An, Lulu
    Teng, Yunlong
    Li, Changhai
    Dan, Qiuge
    [J]. 2020 5TH ASIA CONFERENCE ON POWER AND ELECTRICAL ENGINEERING (ACPEE 2020), 2020, : 149 - 153
  • [9] Fuzzy time series forecasting based on grey model and markov chain
    Zeng, Xiangyan
    Shu, Lan
    Jiang, Jing
    [J]. IAENG International Journal of Applied Mathematics, 2016, 46 (04) : 464 - 472
  • [10] A Short-term Traffic Flow Forecasting Method Based on Markov Chain and Grey Verhulst Model
    Huang, Darong
    Deng, Zhenping
    Zhao, Ling
    Mi, Bo
    [J]. 2017 6TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS (DDCLS), 2017, : 606 - 610