Financial sentiment analysis: Techniques and applications

K Du, F Xing, 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 …

Evaluation of sentiment analysis in finance: from lexicons to transformers

K Mishev, A Gjorgjevikj, I Vodenska… - IEEE …, 2020 - ieeexplore.ieee.org
Financial and economic news is continuously monitored by financial market participants.
According to the efficient market hypothesis, all past information is reflected in stock prices …

Does twitter affect stock market decisions? financial sentiment analysis during pandemics: A comparative study of the h1n1 and the covid-19 periods

D Valle-Cruz, V Fernandez-Cortez, A López-Chau… - Cognitive …, 2022 - Springer
Investors are constantly aware of the behaviour of stock markets. This affects their emotions
and motivates them to buy or sell shares. Financial sentiment analysis allows us to …

[HTML][HTML] Fine-grained, aspect-based sentiment analysis on economic and financial lexicon

S Consoli, L Barbaglia, S Manzan - Knowledge-Based Systems, 2022 - Elsevier
Extracting sentiment from news text, social media and blogs has recently gained increasing
interest in economics and finance. Despite many successful applications of sentiment …

Multi-domain sentiment analysis with mimicked and polarized word embeddings for human–robot interaction

M Atzeni, DR Recupero - Future Generation Computer Systems, 2020 - Elsevier
This paper presents a state-of-the-art approach for sentiment polarity classification. Our
approach relies on an ensemble of Bidirectional Long Short-Term Memory networks …

Incorporating multiple knowledge sources for targeted aspect-based financial sentiment analysis

K Du, F Xing, E Cambria - ACM Transactions on Management …, 2023 - dl.acm.org
Combining symbolic and subsymbolic methods has become a promising strategy as
research tasks in AI grow increasingly complicated and require higher levels of …

Financial sentiment analysis (fsa): A survey

X Man, T Luo, J Lin - … on industrial cyber physical systems (ICPS …, 2019 - ieeexplore.ieee.org
With a rapid development in Natural Language Processing (NLP), financial industry meets
the demand of analyzing a huge amount of financial text data. Some recent researches have …

Using frame-based resources for sentiment analysis within the financial domain

M Atzeni, A Dridi, D Reforgiato Recupero - Progress in Artificial …, 2018 - Springer
User-generated data in blogs and social networks have recently become a valuable
resource for sentiment analysis in the financial domain, since they have been shown to be …

Deep learning and sentiment analysis for human-robot interaction

M Atzeni, D Reforgiato Recupero - … , Heraklion, Crete, Greece, June 3-7 …, 2018 - Springer
In this paper we present an ongoing work showing to what extent semantic technologies,
deep learning and natural language processing can be applied within the field of Human …

An abstraction layer exploiting voice assistant technologies for effective human—Robot interaction

R Alonso, E Concas, D Reforgiato Recupero - Applied Sciences, 2021 - mdpi.com
A lot of people have neuromuscular problems that affect their lives leading them to lose an
important degree of autonomy in their daily activities. When their disabilities do not involve …