Text mining for market prediction: A systematic review

AK Nassirtoussi, S Aghabozorgi, TY Wah… - Expert Systems with …, 2014 - Elsevier
The quality of the interpretation of the sentiment in the online buzz in the social media and
the online news can determine the predictability of financial markets and cause huge gains …

Text mining for big data analysis in financial sector: A literature review

M Pejić Bach, Ž Krstić, S Seljan, L Turulja - Sustainability, 2019 - mdpi.com
Big data technologies have a strong impact on different industries, starting from the last
decade, which continues nowadays, with the tendency to become omnipresent. The …

Predicting short-term stock prices using ensemble methods and online data sources

B Weng, L Lu, X Wang, FM Megahed… - Expert Systems with …, 2018 - Elsevier
With the ubiquity of the Internet, platforms such as: Google, Wikipedia and the like can
provide insights pertaining to firms' financial performance as well as capture the collective …

Deep learning for stock market prediction from financial news articles

MR Vargas, BSLP De Lima… - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
This work uses deep learning methods for intraday directional movements prediction of
Standard & Poor's 500 index using financial news titles and a set of technical indicators as …

Natural language processing in accounting, auditing and finance: A synthesis of the literature with a roadmap for future research

IE Fisher, MR Garnsey… - Intelligent Systems in …, 2016 - Wiley Online Library
Natural language processing (NLP) is a part of the artificial intelligence domain focused on
communication between humans and computers. NLP attempts to address the inherent …

Text mining of news-headlines for FOREX market prediction: A Multi-layer Dimension Reduction Algorithm with semantics and sentiment

AK Nassirtoussi, S Aghabozorgi, TY Wah… - Expert Systems with …, 2015 - Elsevier
In this paper a novel approach is proposed to predict intraday directional-movements of a
currency-pair in the foreign exchange market based on the text of breaking financial news …

Stock prediction using convolutional neural network

S Chen, H He - IOP Conference series: materials science and …, 2018 - iopscience.iop.org
Stock prediction is a very hot topic in our life. However, in the early time, because of some
reasons and the limitation of the device, only a few people had the access to the study …

Deep leaming for stock market prediction using technical indicators and financial news articles

MR Vargas, CEM Dos Anjos… - … joint conference on …, 2018 - ieeexplore.ieee.org
This work uses deep learning models for daily directional movements prediction of a stock
price using financial news titles and technical indicators as input. A comparison is made …

[PDF][PDF] Stock price prediction using technical indicators: a predictive model using optimal deep learning

M Agrawal, AU Khan, PK Shukla - Learning, 2019 - researchgate.net
The stock market is highly volatile and complex in nature. Technical analysts often apply
Technical Analysis (TA) on historical price data, which is an exhaustive task and might …

LSTM based stock prediction using weighted and categorized financial news

S Usmani, JA Shamsi - PloS one, 2023 - journals.plos.org
A significant correlation between financial news with stock market trends has been explored
extensively. However, very little research has been conducted for stock prediction models …