Stock market movement forecast: A systematic review

O Bustos, A Pomares-Quimbaya - Expert Systems with Applications, 2020 - Elsevier
Achieving accurate stock market models can provide investors with tools for making better
data-based decisions. These models can help traders to reduce investment risk and select …

Stock market one-day ahead movement prediction using disparate data sources

B Weng, MA Ahmed, FM Megahed - Expert Systems with Applications, 2017 - Elsevier
There are several commercial financial expert systems that can be used for trading on the
stock exchange. However, their predictions are somewhat limited since they primarily rely on …

[PDF][PDF] Predicting stock market behavior using data mining technique and news sentiment analysis

AE Khedr, N Yaseen - International Journal of Intelligent Systems …, 2017 - mecs-press.org
Stock market prediction has become an attractive investigation topic due to its important role
in economy and beneficial offers. There is an imminent need to uncover the stock market …

Recent advances in stock market prediction using text mining: A survey

FS Alzazah, X Cheng - E-Business-Higher Education and …, 2020 - books.google.com
Market prediction offers great profit avenues and is a fundamental stimulus for most
researchers in this area. To predict the market, most researchers use either technical or …

Forecasting movements of health-care stock prices based on different categories of news articles using multiple kernel learning

Y Shynkevich, TM McGinnity, SA Coleman… - Decision Support …, 2016 - Elsevier
The market state changes when a new piece of information arrives. It affects decisions made
by investors and is considered to be an important data source that can be used for financial …

[HTML][HTML] Trading stocks based on financial news using attention mechanism

S Kamal, S Sharma, V Kumar, H Alshazly, HS Hussein… - Mathematics, 2022 - mdpi.com
Sentiment analysis of news headlines is an important factor that investors consider when
making investing decisions. We claim that the sentiment analysis of financial news …

[HTML][HTML] A hybrid model for stock price prediction based on multi-view heterogeneous data

W Long, J Gao, K Bai, Z Lu - Financial Innovation, 2024 - Springer
Literature shows that both market data and financial media impact stock prices; however,
using only one kind of data may lead to information bias. Therefore, this study uses market …

[HTML][HTML] Consumer attention and company performance: Evidence from luxury companies

H Cheraghali, H Høydal, C Lysebo, P Molnár - Finance Research Letters, 2023 - Elsevier
Previous research has shown that investor attention, measured by Google searches for
company tickers, can predict companies' returns. However, for companies offering luxury …

Predicting stock price movements based on different categories of news articles

Y Shynkevich, TM McGinnity… - … symposium series on …, 2015 - ieeexplore.ieee.org
Publications of financial news articles impact the decisions made by investors and,
therefore, change the market state. It makes them an important source of data for financial …

A time-varying stock portfolio selection model based on optimized PSO-BiLSTM and multi-objective mathematical programming under budget constraints

J Vaziri, D Farid, M Nazemi Ardakani… - Neural Computing and …, 2023 - Springer
Choosing the optimal portfolio is an ongoing challenging research area and a complex
process involving selecting the best investment plan according to various factors, such as …