The Prediction Stock Market Price Using LSTM

被引:0
|
作者
Barik, Rhada [1 ]
Baina, Amine [1 ]
Bellafkih, Mostafa [1 ]
机构
[1] Natl Inst Posts & Telecommun, Rabat, Morocco
关键词
Time series; Stock market prediction; Long Short Term Memory LSTM;
D O I
10.1007/978-3-031-15191-0_42
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we will focus on the applicability of recurrent neural networks, particularly the Long Short Term Memory networks, in predicting the NASDAQ and the S&P 500 stock market prices were investigated. Daily stock exchange rates of NASDAQ and S&P 500 from January 4, 2010, to January 30, 2020, are used to construct a robust model. By building a model with various configurations of LSTM can be tested and compared. We used two evaluation measures, the coefficient of determination R-2 as well as the "Root Mean Squared Error" RMSE, in order to judge the relevance of the results.
引用
收藏
页码:444 / 453
页数:10
相关论文
共 50 条
  • [1] Stock Market Price Prediction Using LSTM RNN
    Pawar, Kriti
    Jalem, Raj Srujan
    Tiwari, Vivek
    EMERGING TRENDS IN EXPERT APPLICATIONS AND SECURITY, 2019, 841 : 493 - 503
  • [2] Stock Market Prediction Using LSTM
    Kothari, Abhishek
    Kulkarni, Atharv
    Kohade, Tejas
    Pawar, Chetan
    SMART TRENDS IN COMPUTING AND COMMUNICATIONS, VOL 3, SMARTCOM 2024, 2024, 947 : 143 - 164
  • [3] Stock Price Prediction Using GRU, SimpleRNN and LSTM
    Shejul, Anjali A.
    Chaudhari, Aashay
    Dixit, Bharti A.
    Lavanya, B. Muni
    INTELLIGENT SYSTEMS AND APPLICATIONS, ICISA 2022, 2023, 959 : 529 - 535
  • [4] Stock Market's Price Movement Prediction With LSTM Neural Networks
    Nelson, David M. Q.
    Pereira, Adriano C. M.
    de Oliveira, Renato A.
    2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, : 1419 - 1426
  • [5] LSTM-Based Research on Stock Price Prediction in the Real Estate Market
    Gao, Fangyi
    Learning and Analytics in Intelligent Systems, 2024, 42 : 456 - 471
  • [6] Automated Stock Price Prediction Using LSTM-ANN
    Nagaraj, P.
    Muneeswaran, V.
    Dastagiri Reddy, T.V.
    Reddy, B.Venu Gopal
    Reddy, T.Ganesh
    Suresh, P.
    2023 International Conference on Computer Communication and Informatics, ICCCI 2023, 2023,
  • [7] Stock Price Prediction Using LSTM and Search Economics Optimization
    Girsang, Abba Suganda
    Lioexander, Fernando
    Tanjung, Daniel
    IAENG International Journal of Computer Science, 2020, 47 (04) : 1 - 7
  • [8] A Hybrid Framework Using PCA, EMD and LSTM Methods for Stock Market Price Prediction with Sentiment Analysis
    Srijiranon, Krittakom
    Lertratanakham, Yoskorn
    Tanantong, Tanatorn
    APPLIED SCIENCES-BASEL, 2022, 12 (21):
  • [9] Stock Market Prediction Using LSTM Recurrent Neural Network
    Moghar, Adil
    Hamiche, Mhamed
    11TH INTERNATIONAL CONFERENCE ON AMBIENT SYSTEMS, NETWORKS AND TECHNOLOGIES (ANT) / THE 3RD INTERNATIONAL CONFERENCE ON EMERGING DATA AND INDUSTRY 4.0 (EDI40) / AFFILIATED WORKSHOPS, 2020, 170 : 1168 - 1173
  • [10] Stock market prediction using ARIMA-LSTM hybrid
    Pandya, Aayushi
    Kapoor, Vivek
    Joshi, Apash
    JOURNAL OF INFORMATION & OPTIMIZATION SCIENCES, 2024, 45 (04): : 1129 - 1139