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Creating a corpus of historical documents for emotions identification.

Authors :
Vázquez-González, Stephanie
Somodevilla-García, María
López, Rosalva Loreto
Gómez-Adorno, Helena
Pinto, David
Beltrán, Beatriz
Singh, Vivek
Source :
Journal of Intelligent & Fuzzy Systems; 2022, Vol. 42 Issue 5, p4779-4787, 9p
Publication Year :
2022

Abstract

The aim of this article is to contextualize and describe the gathering and annotation of a conventual Hispanic and Novo Hispanic texts corpus for emotions identification. Such corpus will be the dataset for an emotions identification model based on machine learning ∖ deep learning techniques. Furthermore, this document describes several exploratory experiments carried out on the corpus. Within these experiments, it is described how the corpus is also used to obtain a lexicon mapped to polarities and emotions, and how some of the documents are hand-labeled by experts for the evaluation of the Machine Learning ∖ Deep learning -based emotion classification model. Finally, the future uses and experiments with said corpus are described. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10641246
Volume :
42
Issue :
5
Database :
Complementary Index
Journal :
Journal of Intelligent & Fuzzy Systems
Publication Type :
Academic Journal
Accession number :
156139458
Full Text :
https://doi.org/10.3233/JIFS-219265