Deep learning for aspect-based sentiment analysis: a comparative review

HH Do, PWC Prasad, A Maag, A Alsadoon - Expert systems with …, 2019 - Elsevier
The increasing volume of user-generated content on the web has made sentiment analysis
an important tool for the extraction of information about the human emotional state. A current …

A survey of sentiment analysis in social media

L Yue, W Chen, X Li, W Zuo, M Yin - Knowledge and Information Systems, 2019 - Springer
Sentiments or opinions from social media provide the most up-to-date and inclusive
information, due to the proliferation of social media and the low barrier for posting the …

Sentiment analysis for E-commerce product reviews in Chinese based on sentiment lexicon and deep learning

L Yang, Y Li, J Wang, RS Sherratt - IEEE access, 2020 - ieeexplore.ieee.org
In recent years, with the rapid development of Internet technology, online shop** has
become a mainstream way for users to purchase and consume. Sentiment analysis of a …

Sentiment analysis of comment texts based on BiLSTM

G Xu, Y Meng, X Qiu, Z Yu, X Wu - Ieee Access, 2019 - ieeexplore.ieee.org
With the rapid development of Internet technology and social networks, a large number of
comment texts are generated on the Web. In the era of big data, mining the emotional …

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 …

A hybrid CNN-LSTM model for improving accuracy of movie reviews sentiment analysis

AU Rehman, AK Malik, B Raza, W Ali - Multimedia Tools and Applications, 2019 - Springer
Nowadays, social media has become a tremendous source of acquiring user's opinions.
With the advancement of technology and sophistication of the internet, a huge amount of …

A survey on classification techniques for opinion mining and sentiment analysis

F Hemmatian, MK Sohrabi - Artificial intelligence review, 2019 - Springer
Opinion mining is considered as a subfield of natural language processing, information
retrieval and text mining. Opinion mining is the process of extracting human thoughts and …

[HTML][HTML] A recent overview of the state-of-the-art elements of text classification

MM Mirończuk, J Protasiewicz - Expert Systems with Applications, 2018 - Elsevier
The aim of this study is to provide an overview the state-of-the-art elements of text
classification. For this purpose, we first select and investigate the primary and recent studies …

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 …

User reviews: Sentiment analysis using lexicon integrated two-channel CNN–LSTM​ family models

W Li, L Zhu, Y Shi, K Guo, E Cambria - Applied Soft Computing, 2020 - Elsevier
Sentiment analysis, which refers to the task of detecting whether a textual item (eg, a product
review and a blog post) expresses a positive or negative opinion in general or about a given …