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 term extraction with history attention and selective transformation

X Li, L Bing, P Li, W Lam, Z Yang - arXiv preprint arXiv:1805.00760, 2018 - arxiv.org
Aspect Term Extraction (ATE), a key sub-task in Aspect-Based Sentiment Analysis, aims to
extract explicit aspect expressions from online user reviews. We present a new framework …

Deep multi-task learning for aspect term extraction with memory interaction

X Li, W Lam - Proceedings of the 2017 conference on empirical …, 2017 - aclanthology.org
We propose a novel LSTM-based deep multi-task learning framework for aspect term
extraction from user review sentences. Two LSTMs equipped with extended memories and …

A systematic review of aspect-based sentiment analysis: domains, methods, and trends

YC Hua, P Denny, J Wicker, K Taskova - Artificial Intelligence Review, 2024 - Springer
Aspect-based sentiment analysis (ABSA) is a fine-grained type of sentiment analysis that
identifies aspects and their associated opinions from a given text. With the surge of digital …

Hierarchical interactive multimodal transformer for aspect-based multimodal sentiment analysis

J Yu, K Chen, R Xia - IEEE Transactions on Affective …, 2022 - ieeexplore.ieee.org
Aspect-based multimodal sentiment analysis (ABMSA) aims to determine the sentiment
polarities of each aspect or entity mentioned in a multimodal post or review. Previous studies …

A survey on opinion mining: From stance to product aspect

R Wang, D Zhou, M Jiang, J Si, Y Yang - IEEE Access, 2019 - ieeexplore.ieee.org
With the prevalence of social media and online forum, opinion mining, aiming at analyzing
and discovering the latent opinion in user-generated reviews on the Internet, has become a …

Improving aspect term extraction with bidirectional dependency tree representation

H Luo, T Li, B Liu, B Wang… - IEEE/ACM Transactions …, 2019 - ieeexplore.ieee.org
Aspect term extraction is one of the important subtasks in aspect-based sentiment analysis.
Previous studies have shown that using dependency tree structure representation is …

Mining and classifying customer reviews: a survey

L Subhashini, Y Li, J Zhang, AS Atukorale… - Artificial Intelligence …, 2021 - Springer
With the increasing number of customer reviews on the Web, there is a growing need for
effective methods to retrieve valuable information hidden in these reviews, as sellers need to …

Knowledge-enhanced neural networks for sentiment analysis of Chinese reviews

F Chen, Y Huang - Neurocomputing, 2019 - Elsevier
Sentiment analysis aims to extract structured opinions from unstructured reviews and
determine their sentiment polarities. However, existing sentiment analysis systems fail to …

Attention-based multi-channel gated recurrent neural networks: a novel feature-centric approach for aspect-based sentiment classification

W Ahmad, HU Khan, T Iqbal, S Iqbal - IEEE Access, 2023 - ieeexplore.ieee.org
Sentiment analysis is an active research domain of the current era, thanks to its vast
applications. The main objective is to classify the polarity of the given text as negative …