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Modelling event-related skin conductance responses
Analytic tools for psychophysiological signals often make implicit assumptions that are unspecified. In developing a mathematical framework for analysis of skin conductance responses [SCRs], we formalise our assumptions by positing that SCRs can be regarded as the output of a linear time-invariant f...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2010
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2877881/ https://www.ncbi.nlm.nih.gov/pubmed/20093150 http://dx.doi.org/10.1016/j.ijpsycho.2010.01.005 |
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author | Bach, Dominik R. Flandin, Guillaume Friston, Karl J. Dolan, Raymond J. |
author_facet | Bach, Dominik R. Flandin, Guillaume Friston, Karl J. Dolan, Raymond J. |
author_sort | Bach, Dominik R. |
collection | PubMed |
description | Analytic tools for psychophysiological signals often make implicit assumptions that are unspecified. In developing a mathematical framework for analysis of skin conductance responses [SCRs], we formalise our assumptions by positing that SCRs can be regarded as the output of a linear time-invariant filter. Here, we provide an empirical test of these assumptions. Our findings indicate that a large component of the variance in SCRs can be explained by one response function per individual. We note that baseline variance (i.e. variance in the absence of evoked responses) is higher than variance that could not be explained by a linear time-invariant model of evoked responses. Furthermore, there was no evidence for nonlinear interactions among evoked responses that depended on their temporal overlap. We develop a canonical response function and show that it can be used for signals from different recording sites. We discuss the implications of these observations for model-based analysis of SCRs. |
format | Text |
id | pubmed-2877881 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-28778812010-06-10 Modelling event-related skin conductance responses Bach, Dominik R. Flandin, Guillaume Friston, Karl J. Dolan, Raymond J. Int J Psychophysiol Article Analytic tools for psychophysiological signals often make implicit assumptions that are unspecified. In developing a mathematical framework for analysis of skin conductance responses [SCRs], we formalise our assumptions by positing that SCRs can be regarded as the output of a linear time-invariant filter. Here, we provide an empirical test of these assumptions. Our findings indicate that a large component of the variance in SCRs can be explained by one response function per individual. We note that baseline variance (i.e. variance in the absence of evoked responses) is higher than variance that could not be explained by a linear time-invariant model of evoked responses. Furthermore, there was no evidence for nonlinear interactions among evoked responses that depended on their temporal overlap. We develop a canonical response function and show that it can be used for signals from different recording sites. We discuss the implications of these observations for model-based analysis of SCRs. Elsevier 2010-03 /pmc/articles/PMC2877881/ /pubmed/20093150 http://dx.doi.org/10.1016/j.ijpsycho.2010.01.005 Text en © 2010 Elsevier B.V. https://creativecommons.org/licenses/by/3.0/ Open Access under CC BY 3.0 (https://creativecommons.org/licenses/by/3.0/) license |
spellingShingle | Article Bach, Dominik R. Flandin, Guillaume Friston, Karl J. Dolan, Raymond J. Modelling event-related skin conductance responses |
title | Modelling event-related skin conductance responses |
title_full | Modelling event-related skin conductance responses |
title_fullStr | Modelling event-related skin conductance responses |
title_full_unstemmed | Modelling event-related skin conductance responses |
title_short | Modelling event-related skin conductance responses |
title_sort | modelling event-related skin conductance responses |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2877881/ https://www.ncbi.nlm.nih.gov/pubmed/20093150 http://dx.doi.org/10.1016/j.ijpsycho.2010.01.005 |
work_keys_str_mv | AT bachdominikr modellingeventrelatedskinconductanceresponses AT flandinguillaume modellingeventrelatedskinconductanceresponses AT fristonkarlj modellingeventrelatedskinconductanceresponses AT dolanraymondj modellingeventrelatedskinconductanceresponses |