A survey on sentiment analysis methods, applications, and challenges

M Wankhade, ACS Rao, C Kulkarni - Artificial Intelligence Review, 2022 - Springer
The rapid growth of Internet-based applications, such as social media platforms and blogs,
has resulted in comments and reviews concerning day-to-day activities. Sentiment analysis …

A comprehensive survey on sentiment analysis: Approaches, challenges and trends

M Birjali, M Kasri, A Beni-Hssane - Knowledge-Based Systems, 2021 - Elsevier
Sentiment analysis (SA), also called Opinion Mining (OM) is the task of extracting and
analyzing people's opinions, sentiments, attitudes, perceptions, etc., toward different entities …

A machine learning-based sentiment analysis of online product reviews with a novel term weighting and feature selection approach

H Zhao, Z Liu, X Yao, Q Yang - Information Processing & Management, 2021 - Elsevier
Recently, online shopping has turned into a mainstream means for users to purchase as
well as consume with the upsurge development of Internet technology. User satisfaction can …

Issues and challenges of aspect-based sentiment analysis: A comprehensive survey

A Nazir, Y Rao, L Wu, L Sun - IEEE Transactions on Affective …, 2020 - ieeexplore.ieee.org
The domain of Aspect-based Sentiment Analysis, in which aspects are extracted, their
sentiments are analysed and sentiments are evolved over time, is getting much attention …

Cross-modal multitask transformer for end-to-end multimodal aspect-based sentiment analysis

L Yang, JC Na, J Yu - Information Processing & Management, 2022 - Elsevier
As an emerging task in opinion mining, End-to-End Multimodal Aspect-Based Sentiment
Analysis (MABSA) aims to extract all the aspect-sentiment pairs mentioned in a pair of …

Predicting aspect-based sentiment using deep learning and information visualization: The impact of COVID-19 on the airline industry

YC Chang, CH Ku, DD Le Nguyen - Information & Management, 2022 - Elsevier
This study investigates customer satisfaction through aspect-level sentiment analysis and
visual analytics. We collected and examined the flight reviews on TripAdvisor from January …

Sentiment analysis of customers' reviews using a hybrid evolutionary SVM-based approach in an imbalanced data distribution

R Obiedat, R Qaddoura, AZ Ala'M, L Al-Qaisi… - IEEE …, 2022 - ieeexplore.ieee.org
Online media has an increasing presence on the restaurants' activities through social media
websites, coinciding with an increase in customers' reviews of these restaurants. These …

Fuzzy logic applied to opinion mining: a review

J Serrano-Guerrero, FP Romero, JA Olivas - Knowledge-Based Systems, 2021 - Elsevier
The advent of Web 2.0 and its continuous growth has yielded enormous amounts of freely
available user-generated information. Within this information, it is easy to find subjective …

Aspect-based sentiment analysis with alternating coattention networks

C Yang, H Zhang, B Jiang, K Li - Information Processing & Management, 2019 - Elsevier
Aspect-based sentiment analysis aims to predict the sentiment polarities of specific targets in
a given text. Recent researches show great interest in modeling the target and context with …

BERT for stock market sentiment analysis

MG Sousa, K Sakiyama… - 2019 IEEE 31st …, 2019 - ieeexplore.ieee.org
When breaking news occurs, stock quotes can change abruptly in a matter of seconds. The
human analysis of breaking news can take several minutes, and investors in the financial …