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Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum

Virtual reality is a powerful tool in human behaviour research. However, few studies compare its capacity to evoke the same emotional responses as in real scenarios. This study investigates psycho-physiological patterns evoked during the free exploration of an art museum and the museum virtualized t...

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Autores principales: Marín-Morales, Javier, Higuera-Trujillo, Juan Luis, Greco, Alberto, Guixeres, Jaime, Llinares, Carmen, Gentili, Claudio, Scilingo, Enzo Pasquale, Alcañiz, Mariano, Valenza, Gaetano
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6793875/
https://www.ncbi.nlm.nih.gov/pubmed/31613927
http://dx.doi.org/10.1371/journal.pone.0223881
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author Marín-Morales, Javier
Higuera-Trujillo, Juan Luis
Greco, Alberto
Guixeres, Jaime
Llinares, Carmen
Gentili, Claudio
Scilingo, Enzo Pasquale
Alcañiz, Mariano
Valenza, Gaetano
author_facet Marín-Morales, Javier
Higuera-Trujillo, Juan Luis
Greco, Alberto
Guixeres, Jaime
Llinares, Carmen
Gentili, Claudio
Scilingo, Enzo Pasquale
Alcañiz, Mariano
Valenza, Gaetano
author_sort Marín-Morales, Javier
collection PubMed
description Virtual reality is a powerful tool in human behaviour research. However, few studies compare its capacity to evoke the same emotional responses as in real scenarios. This study investigates psycho-physiological patterns evoked during the free exploration of an art museum and the museum virtualized through a 3D immersive virtual environment (IVE). An exploratory study involving 60 participants was performed, recording electroencephalographic and electrocardiographic signals using wearable devices. The real vs. virtual psychological comparison was performed using self-assessment emotional response tests, whereas the physiological comparison was performed through Support Vector Machine algorithms, endowed with an effective feature selection procedure for a set of state-of-the-art metrics quantifying cardiovascular and brain linear and nonlinear dynamics. We included an initial calibration phase, using standardized 2D and 360° emotional stimuli, to increase the accuracy of the model. The self-assessments of the physical and virtual museum support the use of IVEs in emotion research. The 2-class (high/low) system accuracy was 71.52% and 77.08% along the arousal and valence dimension, respectively, in the physical museum, and 75.00% and 71.08% in the virtual museum. The previously presented 360° stimuli contributed to increasing the accuracy in the virtual museum. Also, the real vs. virtual classifier accuracy was 95.27%, using only EEG mean phase coherency features, which demonstrates the high involvement of brain synchronization in emotional virtual reality processes. These findings provide an important contribution at a methodological level and to scientific knowledge, which will effectively guide future emotion elicitation and recognition systems using virtual reality.
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spelling pubmed-67938752019-10-25 Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum Marín-Morales, Javier Higuera-Trujillo, Juan Luis Greco, Alberto Guixeres, Jaime Llinares, Carmen Gentili, Claudio Scilingo, Enzo Pasquale Alcañiz, Mariano Valenza, Gaetano PLoS One Research Article Virtual reality is a powerful tool in human behaviour research. However, few studies compare its capacity to evoke the same emotional responses as in real scenarios. This study investigates psycho-physiological patterns evoked during the free exploration of an art museum and the museum virtualized through a 3D immersive virtual environment (IVE). An exploratory study involving 60 participants was performed, recording electroencephalographic and electrocardiographic signals using wearable devices. The real vs. virtual psychological comparison was performed using self-assessment emotional response tests, whereas the physiological comparison was performed through Support Vector Machine algorithms, endowed with an effective feature selection procedure for a set of state-of-the-art metrics quantifying cardiovascular and brain linear and nonlinear dynamics. We included an initial calibration phase, using standardized 2D and 360° emotional stimuli, to increase the accuracy of the model. The self-assessments of the physical and virtual museum support the use of IVEs in emotion research. The 2-class (high/low) system accuracy was 71.52% and 77.08% along the arousal and valence dimension, respectively, in the physical museum, and 75.00% and 71.08% in the virtual museum. The previously presented 360° stimuli contributed to increasing the accuracy in the virtual museum. Also, the real vs. virtual classifier accuracy was 95.27%, using only EEG mean phase coherency features, which demonstrates the high involvement of brain synchronization in emotional virtual reality processes. These findings provide an important contribution at a methodological level and to scientific knowledge, which will effectively guide future emotion elicitation and recognition systems using virtual reality. Public Library of Science 2019-10-15 /pmc/articles/PMC6793875/ /pubmed/31613927 http://dx.doi.org/10.1371/journal.pone.0223881 Text en © 2019 Marín-Morales et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Marín-Morales, Javier
Higuera-Trujillo, Juan Luis
Greco, Alberto
Guixeres, Jaime
Llinares, Carmen
Gentili, Claudio
Scilingo, Enzo Pasquale
Alcañiz, Mariano
Valenza, Gaetano
Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
title Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
title_full Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
title_fullStr Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
title_full_unstemmed Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
title_short Real vs. immersive-virtual emotional experience: Analysis of psycho-physiological patterns in a free exploration of an art museum
title_sort real vs. immersive-virtual emotional experience: analysis of psycho-physiological patterns in a free exploration of an art museum
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6793875/
https://www.ncbi.nlm.nih.gov/pubmed/31613927
http://dx.doi.org/10.1371/journal.pone.0223881
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