Predicting the Unpredictable: An Application of Machine Learning Algorithms in Indian Stock Market

被引:4
|
作者
Saini A. [1 ]
Sharma A. [1 ]
机构
[1] Singhania University, Rajasthan, Pacheri Bari, Jhunjhunu
关键词
Artificial neural network; Long short memory neural network; Machine learning algorithms; Sentiment analysis; Stock market prediction;
D O I
10.1007/s40745-019-00230-7
中图分类号
学科分类号
摘要
The stock market is a popular investment option for investors because of its expected high returns. Stock market prediction is a complex task to achieve with the help of artificial intelligence. Because stock prices depend on many factors, including trends and news in the market. However, in recent years, many creative techniques and models have been proposed and applied to efficiently and accurately forecast the behaviour of the stock market. This paper presents a comparative study of fundamental and technical analysis based on different parameters. We also discuss a comparative Analysis of various prediction techniques used to predict stock price. These strategies include technical analysis like time series analysis and machine learning algorithms such as the artificial neural network (ANN). Along with them, few researchers focused on the textual analysis of stock prices by continuous analysing the public sentiments from social media and other news sources. Various approaches are compared based on methodologies, datasets, and efficiency with the help of visualisation. © 2019, Springer-Verlag GmbH Germany, part of Springer Nature.
引用
收藏
页码:791 / 799
页数:8
相关论文
共 50 条
  • [21] Framework for Predicting and Modeling Stock Market Prices Based on Deep Learning Algorithms
    Aldhyani, Theyazn H. H.
    Alzahrani, Ali
    ELECTRONICS, 2022, 11 (19)
  • [22] Applying machine learning algorithms to predict the stock price trend in the stock market - The case of Vietnam
    Phuoc, Tran
    Anh, Pham Thi Kim
    Tam, Phan Huy
    Nguyen, Chien V.
    HUMANITIES & SOCIAL SCIENCES COMMUNICATIONS, 2024, 11 (01):
  • [23] Application of rough set theory and machine learning algorithms in predicting accident outcomes in the Indian petroleum industry
    Gangadhari, Rajan Kumar
    Khanzode, Vivek
    Murthy, Shankar
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (26):
  • [24] Applying machine learning algorithms to predict the stock price trend in the stock market – The case of Vietnam
    Tran Phuoc
    Pham Thi Kim Anh
    Phan Huy Tam
    Chien V. Nguyen
    Humanities and Social Sciences Communications, 11
  • [25] Predicting Stock Prices Using Machine Learning Methods and Deep Learning Algorithms: The Sample of the Istanbul Stock Exchange
    Demirel, Ugur
    Cam, Handan
    Unlu, Ramazan
    GAZI UNIVERSITY JOURNAL OF SCIENCE, 2021, 34 (01): : 63 - 82
  • [26] Stock market prediction based on statistical data using machine learning algorithms
    Akhtar, Md. Mobin
    Zamani, Abu Sarwar
    Khan, Shakir
    Shatat, Abdallah Saleh Ali
    Dilshad, Sara
    Samdani, Faizan
    JOURNAL OF KING SAUD UNIVERSITY SCIENCE, 2022, 34 (04)
  • [27] An Intensive Empirical Study of Machine Learning Algorithms for Predicting Vietnamese Stock Prices
    Thanh-Phuong Nguyen
    Tien-Duc Van
    Nhat-Tan Le
    Thanh-Tan Mai
    Khuong Nguyen-An
    ADVANCED COMPUTATIONAL METHODS FOR KNOWLEDGE ENGINEERING (ICCSAMA 2019), 2020, 1121 : 291 - 303
  • [28] A Performance Analysis of Stochastic Processes and Machine Learning Algorithms in Stock Market Prediction
    Bouasabah, Mohammed
    ECONOMIES, 2024, 12 (08)
  • [29] A comparative study of supervised machine learning algorithms for stock market trend prediction
    Kumar, Indu
    Dogra, Kiran
    Utreja, Chetna
    Yadav, Premlata
    PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 1003 - 1007
  • [30] Application of an instance based learning algorithm for predicting stock market index
    Thulasiram, RK
    Bamgbade, AY
    Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3, 2005, : 1110 - 1113