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Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences
Population preferences for video advertisements vary across short video clips. What underlies these differences? Repeatedly watching a video clip may produce a consistent spatiotemporal pattern of neural activity that is dependent on the individual and the stimulus. Moreover, such consistency may be...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10073227/ https://www.ncbi.nlm.nih.gov/pubmed/37015982 http://dx.doi.org/10.1038/s41598-023-31751-0 |
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author | Hoshi, Ayaka Hirayama, Yuya Saito, Fumihiro Ishiguro, Tatsuji Suetani, Hiromichi Kitajo, Keiichi |
author_facet | Hoshi, Ayaka Hirayama, Yuya Saito, Fumihiro Ishiguro, Tatsuji Suetani, Hiromichi Kitajo, Keiichi |
author_sort | Hoshi, Ayaka |
collection | PubMed |
description | Population preferences for video advertisements vary across short video clips. What underlies these differences? Repeatedly watching a video clip may produce a consistent spatiotemporal pattern of neural activity that is dependent on the individual and the stimulus. Moreover, such consistency may be associated with the degree of engagement and memory of individual viewers. Since the population preferences are associated with the engagement and memory of the individual viewers, the consistency observed in a smaller group of viewers can be a predictor of population preferences. To test the hypothesis, we measured the degree of inter-trial consistency in participants’ electroencephalographic (EEG) responses to repeatedly presented television commercials. We observed consistency in the neural activity patterns across repetitive views and found that the similarity in the spatiotemporal patterns of neural responses while viewing popular television commercials predicts population preferences obtained from a large audience. Moreover, a regression model that used two datasets, including two separate groups of participants viewing different stimulus sets, showed good predictive performance in a leave-one-out cross-validation. These findings suggest that universal spatiotemporal patterns in EEG responses can account for population-level human behaviours. |
format | Online Article Text |
id | pubmed-10073227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-100732272023-04-06 Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences Hoshi, Ayaka Hirayama, Yuya Saito, Fumihiro Ishiguro, Tatsuji Suetani, Hiromichi Kitajo, Keiichi Sci Rep Article Population preferences for video advertisements vary across short video clips. What underlies these differences? Repeatedly watching a video clip may produce a consistent spatiotemporal pattern of neural activity that is dependent on the individual and the stimulus. Moreover, such consistency may be associated with the degree of engagement and memory of individual viewers. Since the population preferences are associated with the engagement and memory of the individual viewers, the consistency observed in a smaller group of viewers can be a predictor of population preferences. To test the hypothesis, we measured the degree of inter-trial consistency in participants’ electroencephalographic (EEG) responses to repeatedly presented television commercials. We observed consistency in the neural activity patterns across repetitive views and found that the similarity in the spatiotemporal patterns of neural responses while viewing popular television commercials predicts population preferences obtained from a large audience. Moreover, a regression model that used two datasets, including two separate groups of participants viewing different stimulus sets, showed good predictive performance in a leave-one-out cross-validation. These findings suggest that universal spatiotemporal patterns in EEG responses can account for population-level human behaviours. Nature Publishing Group UK 2023-04-04 /pmc/articles/PMC10073227/ /pubmed/37015982 http://dx.doi.org/10.1038/s41598-023-31751-0 Text en © The Author(s) 2023 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 Hoshi, Ayaka Hirayama, Yuya Saito, Fumihiro Ishiguro, Tatsuji Suetani, Hiromichi Kitajo, Keiichi Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
title | Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
title_full | Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
title_fullStr | Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
title_full_unstemmed | Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
title_short | Spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
title_sort | spatiotemporal consistency of neural responses to repeatedly presented video stimuli accounts for population preferences |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10073227/ https://www.ncbi.nlm.nih.gov/pubmed/37015982 http://dx.doi.org/10.1038/s41598-023-31751-0 |
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