[HTML][HTML] Sentiment analysis methods, applications, and challenges: A systematic literature review

Y Mao, Q Liu, Y Zhang - Journal of King Saud University-Computer and …, 2024 - Elsevier
With the expansion of Internet-based applications, the number of comments shows
explosive growth. Analyzing the attitudes and emotions behind comments provides powerful …

Few-shot aspect category sentiment analysis via meta-learning

B Liang, X Li, L Gui, Y Fu, Y He, M Yang… - ACM Transactions on …, 2023 - dl.acm.org
Existing aspect-based/category sentiment analysis methods have shown great success in
detecting sentiment polarity toward a given aspect in a sentence with supervised learning …

Logic tensor network with massive learned knowledge for aspect-based sentiment analysis

H Huang, B Zhang, L **g, X Fu, X Chen… - Knowledge-Based Systems, 2022 - Elsevier
Aspect-based sentiment analysis assists service providers to better understand users'
opinions expressed in massive amounts of online posts, because it automatically infers …

Enhancing aspect-category sentiment analysis via syntactic data augmentation and knowledge enhancement

B Liu, T Lin, M Li - Knowledge-Based Systems, 2023 - Elsevier
The goal of aspect-category sentiment analysis (ACSA) is to predict the sentiment polarity
toward a specific aspect category from reviewers' expressed opinions in a sentence. With …

Label-enhanced prototypical network with contrastive learning for multi-label few-shot aspect category detection

H Liu, F Zhang, X Zhang, S Zhao, J Sun, H Yu… - Proceedings of the 28th …, 2022 - dl.acm.org
Multi-label aspect category detection allows a given review sentence to contain multiple
aspect categories, which is shown to be more practical in sentiment analysis and attracting …

EAFL: Equilibrium Augmentation Mechanism to Enhance Federated Learning for Aspect Category Sentiment Analysis

KM Ahmad, Q Liu, AA Khan, Y Gan, R Lin - Expert Systems with …, 2024 - Elsevier
Abstract Aspect Category Sentiment Analysis (ACSA) involves identifying sentiment
categories for specific aspects of a sentence. Despite the progress made in pre-trained …

Aspect category sentiment classification via document-level GAN and POS information

H Zhao, J **ao, Y Xue, H Zhang, SH Cai - International Journal of Machine …, 2024 - Springer
The purpose of aspect-category sentiment classification (ACSC) is to determine the
sentiment polarity of the predefined aspect category from the texts. Current methods for …

Bi-graph attention network for aspect category sentiment classification

Y Shan, C Che, X Wei, X Wang, Y Zhu, B ** - Knowledge-Based Systems, 2022 - Elsevier
Aspect category sentiment classification (ACSC) aims to determine the sentiment polarities
of sentences under given aspect categories, which can be used to infer finer-grained …

Beta distribution guided aspect-aware graph for aspect category sentiment analysis with affective knowledge

B Liang, H Su, R Yin, L Gui, M Yang… - Proceedings of the …, 2021 - aclanthology.org
In this paper, we investigate the Aspect Category Sentiment Analysis (ACSA) task from a
novel perspective by exploring a Beta Distribution guided aspect-aware graph construction …

SK2: integrating implicit sentiment knowledge and explicit syntax knowledge for aspect-based sentiment analysis

J Li, Y Zhao, Z **, G Li, T Shen, Z Tao… - Proceedings of the 31st …, 2022 - dl.acm.org
Aspect-based sentiment analysis (ABSA) plays an indispensable role in web mining and
retrieval system as it involves a wide range of tasks, including aspect term extraction …