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Lexicon-based sentiment analysis in texts using Formal Concept Analysis.

Authors :
Ojeda-Hernández, Manuel
López-Rodríguez, Domingo
Mora, Ángel
Source :
International Journal of Approximate Reasoning. Apr2023, Vol. 155, p104-112. 9p.
Publication Year :
2023

Abstract

In this paper, we present a novel approach for sentiment analysis that uses Formal Concept Analysis (FCA) to create dictionaries for classification. Unlike other methods that rely on pre-defined lexicons, our approach allows for the creation of customised dictionaries that are tailored to the specific data and tasks. By using a dataset of tweets categorised into positive and negative polarity, we show that our approach achieves a better performance than other standard dictionaries. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0888613X
Volume :
155
Database :
Academic Search Index
Journal :
International Journal of Approximate Reasoning
Publication Type :
Periodical
Accession number :
162009749
Full Text :
https://doi.org/10.1016/j.ijar.2023.02.001