RETRACTED: STOCK PRICE FLUCTUATION PREDICTION METHOD BASED ON TIME SERIES ANALYSIS (Retracted Article)

被引:5
|
作者
Jiang, Xiao-Qian [1 ]
Zhang, Lun-Chuan [1 ]
机构
[1] Renmin Univ China, Informat Acad, Beijing, Peoples R China
来源
关键词
Stock price; time series analysis; autoregressive integrated moving average model; artificial neural network; technical indicator; MA-ARIMA MODELS; NEURAL-NETWORK; OPTIMAL K; MARKET; SYSTEM; RETURNS; IMPACT; ANN; SENTIMENT; POLICY;
D O I
10.3934/dcdss.2019061
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
With the rapid development of capital market and the great increment of people's income, more and more people want to invest money to the stock market and increase their wealth. Hence, the stock market has been an important part of the modern market economy. In this paper, we propose a novel stock price fluctuation prediction method based on the time series analysis technology. The main idea of this paper lies in that stock price of the future is predicted by mining and analyzing the historical data. Particularly, 16 technical indicators are chosen as input variables to the proposed model. Afterwards, we propose a hybrid ARIMA-ANN model to solve the stock price prediction problem, and the stock price is predicted by both the low volatility component and the high volatility component. Finally, experimental results demonstrate that the proposed can predict the stock price fluctuation with lower error rate.
引用
收藏
页码:915 / 927
页数:13
相关论文
共 50 条
  • [31] RETRACTED: Environmental data analysis based on fuzzy clustering method (Retracted Article)
    Li, Yongyi
    Yang, Zhongqiang
    Han, Kaixu
    INTERNATIONAL JOURNAL OF ELECTRICAL ENGINEERING EDUCATION, 2020,
  • [32] RETRACTED: Prediction and Analysis of Chinese CPI Based on RBF neural network (Retracted Article)
    Wang Yu
    Li Xudong
    2009 INTERNATIONAL FORUM ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 3, PROCEEDINGS, 2009, : 530 - +
  • [33] RETRACTED: Machine Learning Based Comparative Analysis for Breast Cancer Prediction (Retracted Article)
    Khan, Mohammad Monirujjaman
    Islam, Somayea
    Sarkar, Srobani
    Ayaz, Foyazel Iben
    Ananda, Morsaleen Kabeer
    Tazin, Tahia
    Albraikan, Amani Abdulrahman
    Almalki, Faris A.
    JOURNAL OF HEALTHCARE ENGINEERING, 2022, 2022
  • [34] RETRACTED: A Prediction Method for Evolution Effects of Software Architecture (Retracted Article)
    Wang, Tong
    Chen, Yebin
    Wang, Xiaoyan
    SECURITY AND COMMUNICATION NETWORKS, 2021, 2021
  • [35] RETRACTED: Psychometric Model of College Students Based on Time Series Analysis and Its Application in Educational Management (Retracted Article)
    Lu, Lu
    OCCUPATIONAL THERAPY INTERNATIONAL, 2022, 2022
  • [36] RETRACTED: Time Series Symbolization Method for the Data Mining K-Means Algorithm (Retracted Article)
    Wang, Guisheng
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2023, 2023
  • [37] RETRACTED: Research on Nonlinear Time Series Processing Method for Automatic Building Construction Management (Retracted Article)
    Liu, Yunbing
    JOURNAL OF CONTROL SCIENCE AND ENGINEERING, 2022, 2022
  • [38] RETRACTED: Prediction Method of Gestational Diabetes Based on Electronic Medical Record Data (Retracted Article)
    Liu, Yang
    Yu, Zhaoxiang
    Sun, Hua
    JOURNAL OF HEALTHCARE ENGINEERING, 2021, 2021
  • [39] RETRACTED: Enterprise Digital Transformation and Stock Price Crash Risk: Evidences from China (Retracted Article)
    Song, Xiaotong
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2022, 2022
  • [40] Time Series with Sentiment Analysis for Stock Price Prediction
    Sharma, Vrishabh
    Khemnar, Rajgauri
    Kumari, Renu
    Mohan, Biju R.
    2019 2ND INTERNATIONAL CONFERENCE ON INTELLIGENT COMMUNICATION AND COMPUTATIONAL TECHNIQUES (ICCT), 2019, : 178 - 181