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Aspect-Based Sentiment Analysis for User Reviews
Cognitive Computation, 2021Aspect-based sentiment analysis (ABSA) can help consumers provide clear and objective sentiment recommendations through massive quantities of data and is conducive to overcoming ambiguous human weaknesses in subjective judgments. However, the robustness and accuracy of existing sentiment analysis methods must still be improved.
Zhang, Yin +4 more
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Hybrid sentiment classification on twitter aspect-based sentiment analysis
Applied Intelligence, 2017Social media sites and applications, including Facebook, YouTube, Twitter and blogs, have become major social media attractions today. The huge amount of information from this medium has become an attractive resource for organisations to monitor the opinions of users, and therefore, it is receiving a lot of attention in the field of sentiment analysis.
Zainuddin, Nurulhuda +2 more
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Aspect-based sentiment analysis of mobile reviews
Journal of Intelligent & Fuzzy Systems, 2019E-commerce websites provide an easy platform for users to put forth their viewpoints on different topics-ranging from a news item to any product in the market. Such online content encourages authors to express opinions on various aspects of an entity.
Vedika Gupta +3 more
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Data augmentation for aspect-based sentiment analysis
International Journal of Machine Learning and Cybernetics, 2022In recent years, deep learning has been widely used in the field of natural language processing (NLP), achieving spectacular successes in various NLP tasks. These successes are largely due to its capability to automatically learn feature representations from text data.
Guangmin Li +4 more
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M-ABSA: A Multilingual Dataset for Aspect-Based Sentiment Analysis
Conference on Empirical Methods in Natural Language ProcessingAspect-based sentiment analysis (ABSA) is a crucial task in information extraction and sentiment analysis, aiming to identify aspects with associated sentiment elements in text.
Chengyan Wu +9 more
semanticscholar +1 more source
Exploring Cognitive and Aesthetic Causality for Multimodal Aspect-Based Sentiment Analysis
IEEE Transactions on Affective ComputingMultimodal aspect-based sentiment classification (MASC) is an emerging task due to an increase in user-generated multimodal content on social platforms, aimed at predicting sentiment polarity toward specific aspect targets (i.e., entities or attributes ...
Luwei Xiao +6 more
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Sentence Compression for Aspect-Based Sentiment Analysis
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2015Sentiment analysis, which addresses the computational treatment of opinion, sentiment, and subjectivity in text, has received considerable attention in recent years. In contrast to the traditional coarse-grained sentiment analysis tasks, such as document-level sentiment classification, we are interested in the fine-grained aspect-based sentiment ...
Wanxiang Che +4 more
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Aspect based sentiment analysis in music
Proceedings of the 37th ACM/SIGAPP Symposium on Applied Computing, 2022Nowadays, there are more and more social networks and Web platforms that give their users the opportunity to share their opinions and tastes on items of different types. This inevitably led to a growth of data relating to the subjective sphere of each individual.
Biancofiore G. M. +4 more
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Aspect-based sentiment analysis via affective knowledge enhanced graph convolutional networks
Knowledge-Based Systems, 2021Aspect-based sentiment analysis is a fine-grained sentiment analysis task, which needs to detection the sentiment polarity towards a given aspect. Recently, graph neural models over the dependency tree are widely applied for aspect-based sentiment ...
Bin Liang +4 more
semanticscholar +1 more source
A corpus for aspect-based sentiment analysis in Vietnamese
2019 11th International Conference on Knowledge and Systems Engineering (KSE), 2019Recently, researchers have shown an increased interest in the aspect-based sentiment analysis problem. The goal is to extract valuable information concerning the aspects mentioned in users comments. This problem can be divided into three sub-tasks: term extraction, aspect detection, and polarity detection.
Minh-Hao Nguyen +3 more
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