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Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions

Emotions are not necessarily universal across different languages and cultures. Mental lexicons of emotions depend strongly on contextual factors, such as language and culture. The Chinese language has unique linguistic properties that are different from other languages. As a main variant of Chinese...

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Autores principales: Wong, Ting Yat, Fang, Zhiqian, Yu, Yat To, Cheung, Charlton, Hui, Christy L. M., Elvevåg, Brita, De Deyne, Simon, Sham, Pak Chung, Chen, Eric Y. H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9666539/
https://www.ncbi.nlm.nih.gov/pubmed/36380119
http://dx.doi.org/10.1038/s41598-022-23995-z
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author Wong, Ting Yat
Fang, Zhiqian
Yu, Yat To
Cheung, Charlton
Hui, Christy L. M.
Elvevåg, Brita
De Deyne, Simon
Sham, Pak Chung
Chen, Eric Y. H.
author_facet Wong, Ting Yat
Fang, Zhiqian
Yu, Yat To
Cheung, Charlton
Hui, Christy L. M.
Elvevåg, Brita
De Deyne, Simon
Sham, Pak Chung
Chen, Eric Y. H.
author_sort Wong, Ting Yat
collection PubMed
description Emotions are not necessarily universal across different languages and cultures. Mental lexicons of emotions depend strongly on contextual factors, such as language and culture. The Chinese language has unique linguistic properties that are different from other languages. As a main variant of Chinese, Cantonese has some emotional expressions that are only used by Cantonese speakers. Previous work on Chinese emotional vocabularies focused primarily on Mandarin. However, little is known about Cantonese emotion vocabularies. This is important since both language variants might have distinct emotional expressions, despite sharing the same writing system. To explore the structure and organization of Cantonese-label emotion words, we selected 79 highly representative emotion cue words from an ongoing large-scale Cantonese word association study (SWOW-HK). We aimed to identify the categories of these emotion words and non-emotion words that related to emotion concepts. Hierarchical cluster analysis was used to generate word clusters and investigate the underlying emotion dimensions. As the cluster quality was low in hierarchical clustering, we further constructed an emotion graph using a network approach to explore how emotions are organized in the Cantonese mental lexicon. With the support of emotion knowledge, the emotion graph defined more distinct emotion categories. The identified network communities covered basic emotions such as love, happiness, and sadness. Our results demonstrate that mental lexicon graphs constructed from free associations of Cantonese emotion-label words can reveal fine categories of emotions and their relevant concepts.
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spelling pubmed-96665392022-11-17 Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions Wong, Ting Yat Fang, Zhiqian Yu, Yat To Cheung, Charlton Hui, Christy L. M. Elvevåg, Brita De Deyne, Simon Sham, Pak Chung Chen, Eric Y. H. Sci Rep Article Emotions are not necessarily universal across different languages and cultures. Mental lexicons of emotions depend strongly on contextual factors, such as language and culture. The Chinese language has unique linguistic properties that are different from other languages. As a main variant of Chinese, Cantonese has some emotional expressions that are only used by Cantonese speakers. Previous work on Chinese emotional vocabularies focused primarily on Mandarin. However, little is known about Cantonese emotion vocabularies. This is important since both language variants might have distinct emotional expressions, despite sharing the same writing system. To explore the structure and organization of Cantonese-label emotion words, we selected 79 highly representative emotion cue words from an ongoing large-scale Cantonese word association study (SWOW-HK). We aimed to identify the categories of these emotion words and non-emotion words that related to emotion concepts. Hierarchical cluster analysis was used to generate word clusters and investigate the underlying emotion dimensions. As the cluster quality was low in hierarchical clustering, we further constructed an emotion graph using a network approach to explore how emotions are organized in the Cantonese mental lexicon. With the support of emotion knowledge, the emotion graph defined more distinct emotion categories. The identified network communities covered basic emotions such as love, happiness, and sadness. Our results demonstrate that mental lexicon graphs constructed from free associations of Cantonese emotion-label words can reveal fine categories of emotions and their relevant concepts. Nature Publishing Group UK 2022-11-15 /pmc/articles/PMC9666539/ /pubmed/36380119 http://dx.doi.org/10.1038/s41598-022-23995-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Wong, Ting Yat
Fang, Zhiqian
Yu, Yat To
Cheung, Charlton
Hui, Christy L. M.
Elvevåg, Brita
De Deyne, Simon
Sham, Pak Chung
Chen, Eric Y. H.
Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions
title Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions
title_full Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions
title_fullStr Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions
title_full_unstemmed Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions
title_short Discovering the structure and organization of a free Cantonese emotion-label word association graph to understand mental lexicons of emotions
title_sort discovering the structure and organization of a free cantonese emotion-label word association graph to understand mental lexicons of emotions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9666539/
https://www.ncbi.nlm.nih.gov/pubmed/36380119
http://dx.doi.org/10.1038/s41598-022-23995-z
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