Abstract
With the pervasive use of technology and internet, the web related content has increased dynamically. Sentiment analysis is an active research area of web content mining and it deals with analyzing people’s opinion towards different entities ranging from blogs, media articles to social media sites. Research community has actively participated in improving methods and techniques to correctly classify the monolingual (one language) and cross lingual (resource rich language to resource poor language) sentiment analysis. However, multilingual (more than one language) sentiment analysis is less explored area. There is a lack of resources to perform multilingual sentiment analysis activities such as data preprocessing, feature extraction and classification under unified tool. In addition, some research studies tried to develop resources for multilingual sentiment analysis, but these are not publicly available. These limitations served as motivation for this study. The contributions of this paper are as follow. 1) We have proposed a new plugin named as UAMSA (Unified Approach for Multilingual Sentiment Analysis) within GATE paradigm which is able to 1) perform different activities for multilingual sentiment analysis using one tool. 2) This tool will be publicly available as GATE is one of the popular open source tools for text analysis available in many formats and size. UAMSA will help users to classify the sentiments of people sharing their opinions in multiple languages effectively.
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 6th Conference on the Engineering of Computer-Based Systems, ECBS 2019 |
| Editors | Maria-Iuliana Dascalu, Ondrej Rysavy, Constanta-Nicoleta Bodea, Moshe Goldstein, Miodrag Dukic |
| Publisher | Association for Computing Machinery |
| ISBN (Electronic) | 9781450376365 |
| DOIs | |
| State | Published - 2 Sep 2019 |
| Externally published | Yes |
| Event | 6th Conference on the Engineering of Computer-Based Systems, ECBS 2019 - Bucharest, Romania Duration: 2 Sep 2019 → 3 Sep 2019 |
Publication series
| Name | ACM International Conference Proceeding Series |
|---|
Conference
| Conference | 6th Conference on the Engineering of Computer-Based Systems, ECBS 2019 |
|---|---|
| Country/Territory | Romania |
| City | Bucharest |
| Period | 2/09/19 → 3/09/19 |
Bibliographical note
Publisher Copyright:© 2019 Copyright is held by the owner/author(s). Publication rights licensed to ACM.
Keywords
- Cross lingual sentiment analysis
- GATE
- Monolingual sentiment analysis
- Multilingual sentiment analysis
- Opinion mining
- Sentiment analysis
ASJC Scopus subject areas
- Software
- Human-Computer Interaction
- Computer Vision and Pattern Recognition
- Computer Networks and Communications
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