Financial sentiment analysis: Techniques and applications

K Du, F **ng, R Mao, E Cambria - ACM Computing Surveys, 2024 - dl.acm.org
Financial Sentiment Analysis (FSA) is an important domain application of sentiment analysis
that has gained increasing attention in the past decade. FSA research falls into two main …

A survey of deep learning applications in cryptocurrency

J Zhang, K Cai, J Wen - Iscience, 2024 - cell.com
This study aims to comprehensively review a recently emerging multidisciplinary area
related to the application of deep learning methods in cryptocurrency research. We first …

Deep learning-based cryptocurrency price prediction scheme with inter-dependent relations

S Tanwar, NP Patel, SN Patel, JR Patel… - IEEE …, 2021 - ieeexplore.ieee.org
Blockchain technology is becoming increasingly popular because of its applications in
various fields. It gives an edge over the traditional centralized methods as it provides …

Sentiment analysis and emotion detection on cryptocurrency related tweets using ensemble LSTM-GRU model

N Aslam, F Rustam, E Lee, PB Washington… - Ieee …, 2022 - ieeexplore.ieee.org
The cryptocurrency market has been developed at an unprecedented speed over the past
few years. Cryptocurrency works similar to standard currency, however, virtual payments are …

Psycholinguistic and emotion analysis of cryptocurrency discourse on X platform

MS Tash, O Kolesnikova, Z Ahani, G Sidorov - Scientific Reports, 2024 - nature.com
This paper provides an extensive examination of a sizable dataset of English tweets
focusing on nine widely recognized cryptocurrencies, specifically Cardano, Binance, Bitcoin …

Effect of public sentiment on stock market movement prediction during the COVID-19 outbreak

N Das, B Sadhukhan, T Chatterjee… - Social network analysis …, 2022 - Springer
Forecasting the stock market is one of the most difficult undertakings in the financial industry
due to its complex, volatile, noisy, and nonparametric character. However, as computer …

Llms and nlp models in cryptocurrency sentiment analysis: A comparative classification study

KI Roumeliotis, ND Tselikas… - Big Data and Cognitive …, 2024 - mdpi.com
Cryptocurrencies are becoming increasingly prominent in financial investments, with more
investors diversifying their portfolios and individuals drawn to their ease of use and …

Impact of content ideology on social media opinion polarization: The moderating role of functional affordances and symbolic expressions

R Sun, H Zhu, F Guo - Decision Support Systems, 2023 - Elsevier
We offer theory and evidence regarding the impact of content ideology (ie, emotionally
charged beliefs expressed in sentiments) on opinion polarization (ie, conflicting attitudes …

An improved machine learning-driven framework for cryptocurrencies price prediction with sentimental cautioning

M Zubair, J Ali, M Alhussein, S Hassan… - IEEE …, 2024 - ieeexplore.ieee.org
Cryptocurrencies, recognized by their extreme volatility due to dependency on multiple
direct and indirect factors, offer a significant challenge regarding precise price forecasting …

Natural language processing in finance: A survey

K Du, Y Zhao, R Mao, F **ng, E Cambria - Information Fusion, 2025 - Elsevier
This survey presents an in-depth review of the transformative role of Natural Language
Processing (NLP) in finance, highlighting its impact on ten major financial applications:(1) …