Poster:Stock Price Prediction using Machine Learning

被引：0
|
作者：
Chen, Kuan-Yu [1 ]
Lee, Pei-Ju [1 ]
Liu, Shang-Chien [1 ]
机构：
[1] Natl Chung Cheng Univ, Dept Informat Management, Chiayi, Taiwan
来源：
2023 IEEE 43RD INTERNATIONAL CONFERENCE ON DISTRIBUTED COMPUTING SYSTEMS, ICDCS | 2023年
关键词：
stock price trend prediction; text mining; data mining; machine learning; deep learning; news-based analysis;
D O I：
10.1109/ICDCS57875.2023.00123
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
Many research highlights the incorporation of various dimensions in stock price prediction, encompassing fundamental, technical, float, and news/community-based information analysis. However, differing opinions may hinder rapid investment decision-making. Therefore, this research aims to utilize stock price trend prediction models to assist investors in making more effective decisions upon receiving news/community-based information since it is more accessible and comprehensible to many investors. This research gathers stock and technical data from Yahoo Finance!, fundamental data from Macro Trends, text data for employee reviews from Glassdoor for various companies in the analysis. The study employs Random Forest, Extreme Gradient Boosting, Recurrent Neural Network, and Long Short-Term Memory to develop stock price trend prediction models, aiming to provide future guidance for investors' decision-making processes.
引用
收藏
页码：1067 / 1068
页数：2
相关论文
共 50 条
  • [21] Stock Market Prediction Using Microblogging Sentiment Analysis and Machine Learning
    Koukaras, Paraskevas
    Nousi, Christina
    Tjortjis, Christos
    TELECOM, 2022, 3 (02): : 358 - 378
  • [22] Stock price crash prediction based on multimodal data machine learning models
    Sheng, Yankai
    Qu, Yuanyu
    Ma, Ding
    FINANCE RESEARCH LETTERS, 2024, 62
  • [23] Car Price Prediction using Machine Learning Techniques
    Gegic, Enis
    Isakovic, Becir
    Keco, Dino
    Masetic, Zerina
    Kevric, Jasmin
    TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2019, 8 (01): : 113 - 118
  • [24] Analysis of Bitcoin Price Prediction Using Machine Learning
    Chen, Junwei
    JOURNAL OF RISK AND FINANCIAL MANAGEMENT, 2023, 16 (01)
  • [25] An Analysis of Car Price Prediction using Machine Learning
    Bhatnagar, Parth
    Gururaj, H. L.
    Shreyas, J.
    Flammini, Francesco
    Gautam, Shivansh
    PROCEEDINGS OF THE 2024 9TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING TECHNOLOGIES, ICMLT 2024, 2024, : 11 - 15
  • [26] Visualization and forecasting of stock's closing price using machine learning
    Gupta, Aditi
    Akansha
    Joshi, Khushboo
    Patel, Madhu
    Pratap, Vibha
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (29) : 72471 - 72489
  • [27] Prediction of Stock Returns in Istanbul Stock Exchange Using Machine Learning Methods
    Tekin, Sefa
    Canakoglu, Ethem
    2018 26TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2018,
  • [28] An Intelligent Business Model for Product Price Prediction Using Machine Learning Approach
    Mahoto, Naeem Ahmed
    Iftikhar, Rabia
    Shaikh, Asadullah
    Asiri, Yousef
    Alghamdi, Abdullah
    Rajab, Khairan
    INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2021, 30 (01) : 147 - 159
  • [29] Banks' stock price crash risk prediction with textual analysis: a machine learning approach
    Anastasiou, Dimitris
    Katsafados, Apostolos
    Tzomakas, Christos
    ANNALS OF OPERATIONS RESEARCH, 2025,
  • [30] An effective way for Taiwanese stock price prediction: Boosting the performance with machine learning techniques
    Nguyen, Hai T.
    Tran, Toan B.
    Bui, Phuong H. D.
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2023, 35 (15)
12345