Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face
Representation of self-face is vulnerable to cognitive bias, and consequently, people often possess a distorted image of self-face. The present study sought to investigate the neural mechanism underlying distortion of self-face representation by measuring event-related potentials (ERPs) elicited by...
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-12-01
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| Series: | Applied Sciences |
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| Online Access: | https://www.mdpi.com/2076-3417/12/24/13007 |
| _version_ | 1797461562197278720 |
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| author | Hirokazu Doi |
| author_facet | Hirokazu Doi |
| author_sort | Hirokazu Doi |
| collection | DOAJ |
| description | Representation of self-face is vulnerable to cognitive bias, and consequently, people often possess a distorted image of self-face. The present study sought to investigate the neural mechanism underlying distortion of self-face representation by measuring event-related potentials (ERPs) elicited by actual, aesthetically enhanced, and degraded images of self-face. In addition to conventional analysis of ERP amplitude and global field power, multivariate analysis based on machine learning of single trial data were integrated into the ERP analysis. The multivariate analysis revealed differential pattern of scalp ERPs at a long latency range to self and other familiar faces when they were original or aesthetically degraded. The analyses of ERP amplitude and global field power failed to find any effects of experimental manipulation during long-latency range. The present results indicate the susceptibility of neural correlates of self-face representation to aesthetical manipulation and the usefulness of the machine learning approach in clarifying the neural mechanism underlying self-face processing. |
| first_indexed | 2024-03-09T17:21:08Z |
| format | Article |
| id | doaj.art-7342b6da30c04d71bfc88973dc5a9ffc |
| institution | Directory Open Access Journal |
| issn | 2076-3417 |
| language | English |
| last_indexed | 2024-03-09T17:21:08Z |
| publishDate | 2022-12-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied Sciences |
| spelling | doaj.art-7342b6da30c04d71bfc88973dc5a9ffc2023-11-24T13:08:34ZengMDPI AGApplied Sciences2076-34172022-12-0112241300710.3390/app122413007Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-FaceHirokazu Doi0School of Science and Engineering, Kokushikan University, 4-28-1 Setagaya, Setagaya-ku, Tokyo 154-8515, JapanRepresentation of self-face is vulnerable to cognitive bias, and consequently, people often possess a distorted image of self-face. The present study sought to investigate the neural mechanism underlying distortion of self-face representation by measuring event-related potentials (ERPs) elicited by actual, aesthetically enhanced, and degraded images of self-face. In addition to conventional analysis of ERP amplitude and global field power, multivariate analysis based on machine learning of single trial data were integrated into the ERP analysis. The multivariate analysis revealed differential pattern of scalp ERPs at a long latency range to self and other familiar faces when they were original or aesthetically degraded. The analyses of ERP amplitude and global field power failed to find any effects of experimental manipulation during long-latency range. The present results indicate the susceptibility of neural correlates of self-face representation to aesthetical manipulation and the usefulness of the machine learning approach in clarifying the neural mechanism underlying self-face processing.https://www.mdpi.com/2076-3417/12/24/13007faceselfERPmultivariate analysistemporal generalization |
| spellingShingle | Hirokazu Doi Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face Applied Sciences face self ERP multivariate analysis temporal generalization |
| title | Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face |
| title_full | Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face |
| title_fullStr | Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face |
| title_full_unstemmed | Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face |
| title_short | Multivariate ERP Analysis of Neural Activations Underlying Processing of Aesthetically Manipulated Self-Face |
| title_sort | multivariate erp analysis of neural activations underlying processing of aesthetically manipulated self face |
| topic | face self ERP multivariate analysis temporal generalization |
| url | https://www.mdpi.com/2076-3417/12/24/13007 |
| work_keys_str_mv | AT hirokazudoi multivariateerpanalysisofneuralactivationsunderlyingprocessingofaestheticallymanipulatedselfface |