Are valence and arousal related to the development of amodal representations of words? A computational study

Martínez-Huertas, José Ángel, Jorge-Botana, Guillermo, Martínez-Mingo, Alejandro, Iglesias, Diego y Olmos, Ricardo . (2023) Are valence and arousal related to the development of amodal representations of words? A computational study. Cognition and Emotion

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Título Are valence and arousal related to the development of amodal representations of words? A computational study
Autor(es) Martínez-Huertas, José Ángel
Jorge-Botana, Guillermo
Martínez-Mingo, Alejandro
Iglesias, Diego
Olmos, Ricardo
Materia(s) Psicología
Abstract In this study, we analyzed the relationship between the amodal (semantic) development of words and two popular emotional norms (emotional valence and arousal) in English and Spanish languages. To do so, we combined the strengths of semantics from vector space models (vector length, semantic diversity, and word maturity measures), and feature-based models of emotions. First, we generated a common vector space representing the meaning of words at different developmental stages (five and four developmental stages for English and Spanish, respectively) using the Word Maturity methodology to align different vector spaces. Second, we analyzed the amodal development of words through mixed-effects models with crossed random effects for words and variables using a continuous time metric. Third, the emotional norms were included as covariates in the statistical models. We evaluated more than 23,000 words, whose emotional norms were available for more than 10,000 words, in each language separately. Results showed a curve of amodal development with an increasing linear effect and a small quadratic deceleration. A relevant influence on the amodal development of words was found only for emotional valence (not for arousal), suggesting that positive words have an earlier amodal development and a less pronounced semantic change across early lifespan.
Palabras clave development
words
emotions
emotional valence
semantics
Editor(es) Taylor and Francis Group
Routledge
Fecha 2023-11-21
Formato application/pdf
Identificador bibliuned:DptoMCC-FPSI-Articulos-Jamartinez-0019
http://e-spacio.uned.es/fez/view/bibliuned:DptoMCC-FPSI-Articulos-Jamartinez-0019
DOI - identifier https://doi.org/10.1080/02699931.2023.2283882
ISSN - identifier 0269-9931; eISSN 1464-0600
Nombre de la revista Cognition and Emotion
Publicado en la Revista Cognition and Emotion
Idioma eng
Versión de la publicación publishedVersion
Tipo de recurso Article
Derechos de acceso y licencia http://creativecommons.org/licenses/by-nc-nd/4.0
info:eu-repo/semantics/openAccess
Tipo de acceso Acceso abierto
Notas adicionales La versión registrada de este artículo, publicado por primera vez en Cognition and Emotion (21 Nov 2023), está disponible en línea en el sitio web del editor: Taylor and Francis Group /Routledge; https://doi.org/10.1080/02699931.2023.2283882
Notas adicionales The registered version of this article, first published in Cognition and Emotion (2023 Nov 21th), is available online at the publisher's website: Taylor and Francis Group/Routledge; https://doi.org/10.1080/02699931.2023.2283882

 
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Creado: Fri, 01 Mar 2024, 17:48:00 CET