Stock Price Short-term Forecasting Based On GARCH Model

被引:0
|
作者
Chi, Wanle [1 ]
机构
[1] Wenzhou Vocat & Tech Coll, Wenzhou 325000, Peoples R China
关键词
Forecasting; Stock Price; GARCH;
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
Using the stock price data to set up a sequence to explain the relationship of stock price data, the future stock price can be forecasted. This paper conducts the real modeling research on the shanghai composite index utilized the GARCH-class models. The results of this paper had indicated that stock price undulation in the Shanghai Stock market has the obvious GARCH effect. The condition variance sequence of returns rate is stationary, the GARCH model has the predictability. And GARCH (1, 1) model may well in the fitting and the forecast the shanghai stock price index. This simulation model may realize the short-term high accuracy to forecast well that. The forecast value of shanghai index was closer to actual value, indicating that the GARCH model in the paper was a certain accuracy. This paper was helpful to dodge the risk regarding, and develop the profit space for the investors.
引用
收藏
页码:8 / 12
页数:5
相关论文
共 50 条
  • [21] Research on Hybrid Model of Garlic Short-term Price Forecasting based on Big Data
    Wang, Baojia
    Liu, Pingzeng
    Chao, Zhang
    Junmei, Wang
    Chen, Weijie
    Cao, Ning
    O'Hare, Gregory M. P.
    Wen, Fujiang
    CMC-COMPUTERS MATERIALS & CONTINUA, 2018, 57 (02): : 283 - 296
  • [22] Short Term Load Forecasting based on Improved ESTAR GARCH Model
    Chen, Hao
    Wan, Qiulan
    Li, Fangxing
    Wang, Yurong
    2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [23] Forecasting of the Stock Price Using Recurrent Neural Network - Long Short-term Memory
    Dobrovolny, Michal
    Soukal, Ivan
    Salamat, Ali
    Cierniak-Emerych, Anna
    Krejcar, Ondrej
    HRADEC ECONOMIC DAYS, VOL 11(1), 2021, 11 : 145 - 154
  • [24] ECONOMETRICS OF PRICE EXPECTATIONS IN SHORT-TERM FORECASTING
    LIEBLING, HI
    RUSSEL, JM
    AMERICAN ECONOMIST, 1972, 16 (01): : 102 - 111
  • [25] Short-term demand and energy price forecasting
    Contreras, Javier
    Santos, Jesus Riqueline
    CIRCUITS AND SYSTEMS FOR SIGNAL PROCESSING , INFORMATION AND COMMUNICATION TECHNOLOGIES, AND POWER SOURCES AND SYSTEMS, VOL 1 AND 2, PROCEEDINGS, 2006, : 924 - 927
  • [26] Short-term price forecasting for primary aluminium
    Arlyuk, B
    Light Metals and Metal Matrix Composites, 2004, : 493 - 507
  • [27] An adaptive particle swarm optimization-based hybrid long short-term memory model for stock price time series forecasting
    Gourav Kumar
    Uday Pratap Singh
    Sanjeev Jain
    Soft Computing, 2022, 26 : 12115 - 12135
  • [28] An adaptive particle swarm optimization-based hybrid long short-term memory model for stock price time series forecasting
    Kumar, Gourav
    Singh, Uday Pratap
    Jain, Sanjeev
    SOFT COMPUTING, 2022, 26 (22) : 12115 - 12135
  • [29] Short-term stock price analysis based on order book information
    Yoshida, Kenichi
    Sakurai, Akito
    Transactions of the Japanese Society for Artificial Intelligence, 2015, 30 (05) : 683 - 692
  • [30] A hybrid model based on bidirectional long short-term memory neural network and Catboost for short-term electricity spot price forecasting
    Zhang, Fan
    Fleyeh, Hasan
    Bales, Chris
    JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2022, 73 (02) : 301 - 325