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 …

Aspect based sentiment analysis using deep learning approaches: A survey

GS Chauhan, R Nahta, YK Meena… - Computer Science Review, 2023 - Elsevier
The wealth of unstructured text on the online web portal has made opinion mining the most
thrust area for researchers, academicians, and businesses to extract information for …

An enhanced guided LDA model augmented with BERT based semantic strength for aspect term extraction in sentiment analysis

M Venugopalan, D Gupta - Knowledge-based systems, 2022 - Elsevier
Aspect level sentiment analysis is a fine-grained task in sentiment analysis. It extracts
aspects and their corresponding sentiment polarity from opinionated text. The first subtask of …

A survey on sentiment analysis and its applications

TA Al-Qablan, MH Mohd Noor, MA Al-Betar… - Neural Computing and …, 2023 - Springer
Analyzing and understanding the sentiments of social media documents on Twitter,
Facebook, and Instagram has become a very important task at present. Analyzing the …

Deriving customer preferences for hotels based on aspect-level sentiment analysis of online reviews

J Zhang, X Lu, D Liu - Electronic Commerce Research and Applications, 2021 - Elsevier
An increasing number of travelers like to share their experience and feelings about hotel
stays through social media, generating a sheer volume of online hotel reviews. The user …

Deep learning for aspect-based sentiment analysis: a review

L Zhu, M Xu, Y Bao, Y Xu, X Kong - PeerJ Computer Science, 2022 - peerj.com
User-generated content on various Internet platforms is growing explosively, and contains
valuable information that helps decision-making. However, extracting this information …

Survey on aspect detection for aspect-based sentiment analysis

MM Truşcǎ, F Frasincar - Artificial Intelligence Review, 2023 - Springer
Sentiment analysis is an important tool to automatically understand the user-generated
content on the Web. The most fine-grained sentiment analysis is concerned with the …

A two-step hybrid unsupervised model with attention mechanism for aspect extraction

GS Chauhan, YK Meena, D Gopalani… - Expert systems with …, 2020 - Elsevier
Social networking sites have a wealth of user-generated unstructured text for fine-grained
sentiment analysis regarding the changing dynamics in the marketplace. In aspect-level …

Sentiment analysis for hotel reviews: a systematic literature review

A Ameur, S Hamdi, S Ben Yahia - ACM Computing Surveys, 2023 - dl.acm.org
Sentiment Analysis (SA) helps to automatically and meaningfully discover hotel customers'
satisfaction from their shared experiences and feelings on social media. Several studies …

Explicit aspects extraction in sentiment analysis using optimal rules combination

M Tubishat, N Idris, M Abushariah - Future Generation Computer Systems, 2021 - Elsevier
Aspect extraction represents a core task of aspect-based sentiment analysis. This study
presents a supervised aspect extraction algorithm for explicit aspect extraction from formal …