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 …

Arabic sentiment analysis using recurrent neural networks: a review

SO Alhumoud, AA Al Wazrah - Artificial Intelligence Review, 2022 - Springer
Over the last decade, the amount of Arabic content created on websites and social media
has grown significantly. Opinions are shared openly and freely on social media and thus …

Aspect-based sentiment analysis using bert

M Hoang, OA Bihorac, J Rouces - Proceedings of the 22nd nordic …, 2019 - aclanthology.org
Sentiment analysis has become very popular in both research and business due to the
increasing amount of opinionated text from Internet users. Standard sentiment analysis …

[HTML][HTML] Improving sentiment analysis via sentence type classification using BiLSTM-CRF and CNN

T Chen, R Xu, Y He, X Wang - Expert Systems with Applications, 2017 - Elsevier
Different types of sentences express sentiment in very different ways. Traditional sentence-
level sentiment classification research focuses on one-technique-fits-all solution or only …

Using long short-term memory deep neural networks for aspect-based sentiment analysis of Arabic reviews

M Al-Smadi, B Talafha, M Al-Ayyoub… - International Journal of …, 2019 - Springer
This paper proposes a state-of-the-art research for aspect-based sentiment analysis of
Arabic Hotels' reviews using two implementations of long short-term memory (LSTM) neural …

A hierarchical model of reviews for aspect-based sentiment analysis

S Ruder, P Ghaffari, JG Breslin - arxiv preprint arxiv:1609.02745, 2016 - arxiv.org
Opinion mining from customer reviews has become pervasive in recent years. Sentences in
reviews, however, are usually classified independently, even though they form part of a …

Enhancing aspect-based sentiment analysis using a dual-gated graph convolutional network via contextual affective knowledge

H Liu, Y Wu, Q Li, W Lu, X Li, J Wei, X Liu, J Feng - Neurocomputing, 2023 - Elsevier
The primary goal of aspect-based sentiment analysis is to identify sentiment polarity
concerning the given aspect in a sentence. Recent investigations have demonstrated the …

Joint aspect and polarity classification for aspect-based sentiment analysis with end-to-end neural networks

M Schmitt, S Steinheber, K Schreiber… - arxiv preprint arxiv …, 2018 - arxiv.org
In this work, we propose a new model for aspect-based sentiment analysis. In contrast to
previous approaches, we jointly model the detection of aspects and the classification of their …

Gated recurrent unit with multilingual universal sentence encoder for Arabic aspect-based sentiment analysis

ALS Mohammad, MM Hammad, A Sa'ad… - Knowledge-Based …, 2023 - Elsevier
The increasing interactive content in the Internet motivated researchers and data scientists
to conduct Aspect-Based Sentiment Analysis (ABSA) research to understand the various …

Aspect-based sentiment analysis: an overview in the use of Arabic language

R Bensoltane, T Zaki - Artificial Intelligence Review, 2023 - Springer
Sentiment analysis has become one of the most active research areas in natural language
processing, and the Arabic language retains its importance in this field. It is so because of …