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A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game
A system of emotion recognition and judgment (SERJ) based on a set of optimal signal features is established, and an emotion adaptive interactive game (EAIG) is designed. The change in a player’s emotion can be detected with the SERJ during the process of playing the game. A total of 10 subjects wer...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10059653/ https://www.ncbi.nlm.nih.gov/pubmed/36991961 http://dx.doi.org/10.3390/s23063250 |
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author | Lin, Wenqian Li, Chao Zhang, Yunjian |
author_facet | Lin, Wenqian Li, Chao Zhang, Yunjian |
author_sort | Lin, Wenqian |
collection | PubMed |
description | A system of emotion recognition and judgment (SERJ) based on a set of optimal signal features is established, and an emotion adaptive interactive game (EAIG) is designed. The change in a player’s emotion can be detected with the SERJ during the process of playing the game. A total of 10 subjects were selected to test the EAIG and SERJ. The results show that the SERJ and designed EAIG are effective. The game adapted itself by judging the corresponding special events triggered by a player’s emotion and, as a result, enhanced the player’s game experience. It was found that, in the process of playing the game, a player’s perception of the change in emotion was different, and the test experience of a player had an effect on the test results. A SERJ that is based on a set of optimal signal features is better than a SERJ that is based on the conventional machine learning-based method. |
format | Online Article Text |
id | pubmed-10059653 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100596532023-03-30 A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game Lin, Wenqian Li, Chao Zhang, Yunjian Sensors (Basel) Article A system of emotion recognition and judgment (SERJ) based on a set of optimal signal features is established, and an emotion adaptive interactive game (EAIG) is designed. The change in a player’s emotion can be detected with the SERJ during the process of playing the game. A total of 10 subjects were selected to test the EAIG and SERJ. The results show that the SERJ and designed EAIG are effective. The game adapted itself by judging the corresponding special events triggered by a player’s emotion and, as a result, enhanced the player’s game experience. It was found that, in the process of playing the game, a player’s perception of the change in emotion was different, and the test experience of a player had an effect on the test results. A SERJ that is based on a set of optimal signal features is better than a SERJ that is based on the conventional machine learning-based method. MDPI 2023-03-19 /pmc/articles/PMC10059653/ /pubmed/36991961 http://dx.doi.org/10.3390/s23063250 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Lin, Wenqian Li, Chao Zhang, Yunjian A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game |
title | A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game |
title_full | A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game |
title_fullStr | A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game |
title_full_unstemmed | A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game |
title_short | A System of Emotion Recognition and Judgment and Its Application in Adaptive Interactive Game |
title_sort | system of emotion recognition and judgment and its application in adaptive interactive game |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10059653/ https://www.ncbi.nlm.nih.gov/pubmed/36991961 http://dx.doi.org/10.3390/s23063250 |
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