A systematic review on implicit and explicit aspect extraction in sentiment analysis

JZ Maitama, N Idris, A Abdi, L Shuib, R Fauzi - IEEE Access, 2020 - ieeexplore.ieee.org
Aspect-based sentiment analysis (ABSA) is currently among the most vigorous areas in
natural language processing (NLP). Individuals, private and government institutions are …

[HTML][HTML] LDA-based topic modeling sentiment analysis using topic/document/sentence (TDS) model

A Farkhod, A Abdusalomov, F Makhmudov, YI Cho - Applied Sciences, 2021 - mdpi.com
Customer reviews on the Internet reflect users' sentiments about the product, service, and
social events. As sentiments can be divided into positive, negative, and neutral forms …

Review of sentiment analysis: An emotional product development view

HB Yan, Z Li - Frontiers of Engineering Management, 2022 - Springer
Conveying consumers' specific emotions in new products, referred to as emotional product
development or emotional design, is strategically crucial for manufacturers. Given that …

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 …

Cross-domain aspect extraction for sentiment analysis: A transductive learning approach

RM Marcacini, RG Rossi, IP Matsuno… - Decision Support …, 2018 - Elsevier
Abstract Aspect-Based Sentiment Analysis (ABSA) is a promising approach to analyze
consumer reviews at a high level of detail, where the opinion about each feature of the …

Multi-domain aspect extraction using bidirectional encoder representations from transformers

BN Dos Santos, RM Marcacini, SO Rezende - IEEE Access, 2021 - ieeexplore.ieee.org
Deep learning and neural language models have obtained state-of-the-art results in aspects
extraction tasks, in which the objective is to automatically extract characteristics of products …

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 …

S3 map: Semisupervised aspect-based sentiment analysis with masked aspect prediction

Z Yang, B Wang, X Li, W Wang, J Ouyang - Knowledge-Based Systems, 2023 - Elsevier
Aspect-based sentiment analysis (ABSA) refers to a fine-grained task of detecting the
sentiment polarities of sentences at the aspect level. To resolve this task, ABSA training …

Integration of fuzzy and deep learning in three-way decisions

L Subhashini, Y Li, J Zhang… - … conference on data …, 2020 - ieeexplore.ieee.org
The problem of uncertainty is a challenging issue to solve in opinion mining models. Existing
models that use machine learning algorithms are unable to identify uncertainty within online …

Hybrid multichannel-based deep models using deep features for feature-oriented sentiment analysis

W Ahmad, HU Khan, T Iqbal, MA Khan, U Tariq, J Cha - Sustainability, 2023 - mdpi.com
With the rapid growth of user-generated content on social media, several new research
domains have emerged, and sentiment analysis (SA) is one of the active research areas due …