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Physiological signals distinguish between reading emotional and non-emotional sections in a novel
We are interested in monitoring an individual's emotions during the reading of a novel. While physiological responses to experimentally induced emotions are often small and inconsistent, being engaged in a novel may elicit relatively strong responses. We analyzed EEG, ECG, skin conductance and...
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Published in: | Brain computer interfaces (Abingdon, England) England), 2015-04, Vol.2 (2-3), p.76-89 |
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creator | Brouwer, Anne-Marie Hogervorst, Maarten Reuderink, Boris van der Werf, Ysbrand van Erp, Jan |
description | We are interested in monitoring an individual's emotions during the reading of a novel. While physiological responses to experimentally induced emotions are often small and inconsistent, being engaged in a novel may elicit relatively strong responses. We analyzed EEG, ECG, skin conductance and respiration of 57 readers reading a complete, yet to be published novel written by a popular contemporary writer (Arnon Grunberg) and compared physiology during the reading of pre-defined sections that were either emotionally intense or not. Heart rate was lower while reading emotional sections. We also found effects of emotional intensity on breathing variability and alpha asymmetry. Most of the examined physiological variables were strongly affected by time on task. We could estimate whether the physiological data of an individual reader were collected during the reading of an emotional or non-emotional section with an accuracy of up to 72% using individualized models and after correcting data for individually modeled time-related effects. Our results imply that using our methodology, it is possible to examine fluctuating reader's emotion during the reading of a novel after reading, but not (yet) in real time. |
doi_str_mv | 10.1080/2326263X.2015.1100037 |
format | article |
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While physiological responses to experimentally induced emotions are often small and inconsistent, being engaged in a novel may elicit relatively strong responses. We analyzed EEG, ECG, skin conductance and respiration of 57 readers reading a complete, yet to be published novel written by a popular contemporary writer (Arnon Grunberg) and compared physiology during the reading of pre-defined sections that were either emotionally intense or not. Heart rate was lower while reading emotional sections. We also found effects of emotional intensity on breathing variability and alpha asymmetry. Most of the examined physiological variables were strongly affected by time on task. We could estimate whether the physiological data of an individual reader were collected during the reading of an emotional or non-emotional section with an accuracy of up to 72% using individualized models and after correcting data for individually modeled time-related effects. 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While physiological responses to experimentally induced emotions are often small and inconsistent, being engaged in a novel may elicit relatively strong responses. We analyzed EEG, ECG, skin conductance and respiration of 57 readers reading a complete, yet to be published novel written by a popular contemporary writer (Arnon Grunberg) and compared physiology during the reading of pre-defined sections that were either emotionally intense or not. Heart rate was lower while reading emotional sections. We also found effects of emotional intensity on breathing variability and alpha asymmetry. Most of the examined physiological variables were strongly affected by time on task. We could estimate whether the physiological data of an individual reader were collected during the reading of an emotional or non-emotional section with an accuracy of up to 72% using individualized models and after correcting data for individually modeled time-related effects. Our results imply that using our methodology, it is possible to examine fluctuating reader's emotion during the reading of a novel after reading, but not (yet) in real time.</description><subject>affective computing</subject><subject>EEG</subject><subject>literature</subject><subject>mental state estimation</subject><subject>passive BCI</subject><subject>physiology</subject><subject>reading</subject><issn>2326-263X</issn><issn>2326-2621</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNp9kM1KAzEUhYMoWGofQcgLTM1NTKbZKcU_KOhCobuQyU8bmSaSjJZ5e2do1Z2rezjn3LP4ELoEMgeyIFeUUUEFW88pAT4HIISw-gRNRr8aIjj91Wx9jmalvA8VACYZwATpl21fQmrTJhjd4hI2UbcF21C6EDefoWxx47q9cxFnp-3gYbdLXUhDDetocUyx-nOKM6MqOESsh-zLtRfozA-Tbna8U_R2f_e6fKxWzw9Py9tVZZigXeXpQmpNDSHcC8KbBWhJRc1948HWRDRNrYVhhJNra62RwglhGydrkIIbydgU8cOuyamU7Lz6yGGnc6-AqBGV-kGlRlTqiGr4uzn8hehT3ul9yq1Vne7blH3W0YSi2P8T39OIciE</recordid><startdate>20150403</startdate><enddate>20150403</enddate><creator>Brouwer, Anne-Marie</creator><creator>Hogervorst, Maarten</creator><creator>Reuderink, Boris</creator><creator>van der Werf, Ysbrand</creator><creator>van Erp, Jan</creator><general>Taylor & Francis</general><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>20150403</creationdate><title>Physiological signals distinguish between reading emotional and non-emotional sections in a novel</title><author>Brouwer, Anne-Marie ; Hogervorst, Maarten ; Reuderink, Boris ; van der Werf, Ysbrand ; van Erp, Jan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c362t-f289aa2c005f605b81a92675fbf1d706bb7a6c30504dddc96e66dbe971965c933</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>affective computing</topic><topic>EEG</topic><topic>literature</topic><topic>mental state estimation</topic><topic>passive BCI</topic><topic>physiology</topic><topic>reading</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Brouwer, Anne-Marie</creatorcontrib><creatorcontrib>Hogervorst, Maarten</creatorcontrib><creatorcontrib>Reuderink, Boris</creatorcontrib><creatorcontrib>van der Werf, Ysbrand</creatorcontrib><creatorcontrib>van Erp, Jan</creatorcontrib><collection>CrossRef</collection><jtitle>Brain computer interfaces (Abingdon, England)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Brouwer, Anne-Marie</au><au>Hogervorst, Maarten</au><au>Reuderink, Boris</au><au>van der Werf, Ysbrand</au><au>van Erp, Jan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Physiological signals distinguish between reading emotional and non-emotional sections in a novel</atitle><jtitle>Brain computer interfaces (Abingdon, England)</jtitle><date>2015-04-03</date><risdate>2015</risdate><volume>2</volume><issue>2-3</issue><spage>76</spage><epage>89</epage><pages>76-89</pages><issn>2326-263X</issn><eissn>2326-2621</eissn><abstract>We are interested in monitoring an individual's emotions during the reading of a novel. While physiological responses to experimentally induced emotions are often small and inconsistent, being engaged in a novel may elicit relatively strong responses. We analyzed EEG, ECG, skin conductance and respiration of 57 readers reading a complete, yet to be published novel written by a popular contemporary writer (Arnon Grunberg) and compared physiology during the reading of pre-defined sections that were either emotionally intense or not. Heart rate was lower while reading emotional sections. We also found effects of emotional intensity on breathing variability and alpha asymmetry. Most of the examined physiological variables were strongly affected by time on task. We could estimate whether the physiological data of an individual reader were collected during the reading of an emotional or non-emotional section with an accuracy of up to 72% using individualized models and after correcting data for individually modeled time-related effects. Our results imply that using our methodology, it is possible to examine fluctuating reader's emotion during the reading of a novel after reading, but not (yet) in real time.</abstract><pub>Taylor & Francis</pub><doi>10.1080/2326263X.2015.1100037</doi><tpages>14</tpages></addata></record> |
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subjects | affective computing EEG literature mental state estimation passive BCI physiology reading |
title | Physiological signals distinguish between reading emotional and non-emotional sections in a novel |
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