Creating a corpus of historical documents for emotions identification

JOURNAL OF INTELLIGENT & FUZZY SYSTEMS(2022)

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摘要
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.
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关键词
Corpus building, sentiment analysis, historical documents, emotions identification
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