A Student's Guide to Randomization Statistics for Multichannel Event-Related Potentials Using Ragu
In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics. The MATLAB-based open source toolbox (Ragu) provides, among other methods, a test for topographic consistency, a topographic analysis of variance, t-mapping a...
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| Vydáno v: | Frontiers in neuroscience Ročník 12; s. 355 |
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| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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Frontiers Research Foundation
19.06.2018
Frontiers Media S.A |
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| ISSN: | 1662-453X, 1662-4548, 1662-453X |
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| Abstract | In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics. The MATLAB-based open source toolbox
(Ragu) provides, among other methods, a test for topographic consistency, a topographic analysis of variance, t-mapping and microstate analyses. Up to two within-subject factors and one between-subject factor, each with an open number of levels, can be defined and analyzed in Ragu. Ragu analyses include all sensor signals and no a-priori models have to be applied during the analyses. Additionally, periods of significant effects can be controlled for multiple testing using global overall statistics over time. Here, we introduce the different alternatives to apply Ragu, based on a step by step analysis of an example study. This example study examined the neural activity in response to semantic unexpected sentence endings in exchange students at the beginning of their stay and after staying in a foreign-language country for 5 months. |
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| AbstractList | In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics1. The MATLAB-based open source toolbox Randomization Graphical User interface (Ragu) provides, among other methods, a test for topographic consistency, a topographic analysis of variance, t-mapping and microstate analyses. Up to two within-subject factors and one between-subject factor, each with an open number of levels, can be defined and analyzed in Ragu. Ragu analyses include all sensor signals and no a-priori models have to be applied during the analyses. Additionally, periods of significant effects can be controlled for multiple testing using global overall statistics over time. Here, we introduce the different alternatives to apply Ragu, based on a step by step analysis of an example study. This example study examined the neural activity in response to semantic unexpected sentence endings in exchange students at the beginning of their stay and after staying in a foreign-language country for 5 months. In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics. The MATLAB-based open source toolbox (Ragu) provides, among other methods, a test for topographic consistency, a topographic analysis of variance, t-mapping and microstate analyses. Up to two within-subject factors and one between-subject factor, each with an open number of levels, can be defined and analyzed in Ragu. Ragu analyses include all sensor signals and no a-priori models have to be applied during the analyses. Additionally, periods of significant effects can be controlled for multiple testing using global overall statistics over time. Here, we introduce the different alternatives to apply Ragu, based on a step by step analysis of an example study. This example study examined the neural activity in response to semantic unexpected sentence endings in exchange students at the beginning of their stay and after staying in a foreign-language country for 5 months. In this paper we present an multivariate approach to analyze multi-channel ERP data using randomization statistics \footnotemark[1]. The MATLAB-based open source toolbox \textit{Randomization Graphical User interface} (Ragu) provides among other things a test for topographic consistency, topographic analysis of variance, t-mapping and microstates analysis. Up to two within-subject factors and one between-subject factor can be defined and analyzed in Ragu. Ragu includes all sensor signals and no a-priori models have to be applied. Also, periods of significant effects can be controlled for multiple testing using global overall statistics over time. Here we introduce the different options of Ragu by a step by step analysis of data from an example study examining the neural reaction of semantic unexpected sentence endings in exchange students at the beginning and after 5 months of a stay in a foreign-language country. In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics. The MATLAB-based open source toolbox Randomization Graphical User interface (Ragu) provides, among other methods, a test for topographic consistency, a topographic analysis of variance, t-mapping and microstate analyses. Up to two within-subject factors and one between-subject factor, each with an open number of levels, can be defined and analyzed in Ragu. Ragu analyses include all sensor signals and no a-priori models have to be applied during the analyses. Additionally, periods of significant effects can be controlled for multiple testing using global overall statistics over time. Here, we introduce the different alternatives to apply Ragu, based on a step by step analysis of an example study. This example study examined the neural activity in response to semantic unexpected sentence endings in exchange students at the beginning of their stay and after staying in a foreign-language country for 5 months.In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics. The MATLAB-based open source toolbox Randomization Graphical User interface (Ragu) provides, among other methods, a test for topographic consistency, a topographic analysis of variance, t-mapping and microstate analyses. Up to two within-subject factors and one between-subject factor, each with an open number of levels, can be defined and analyzed in Ragu. Ragu analyses include all sensor signals and no a-priori models have to be applied during the analyses. Additionally, periods of significant effects can be controlled for multiple testing using global overall statistics over time. Here, we introduce the different alternatives to apply Ragu, based on a step by step analysis of an example study. This example study examined the neural activity in response to semantic unexpected sentence endings in exchange students at the beginning of their stay and after staying in a foreign-language country for 5 months. |
| Author | Weusmann, Dorothea Stein, Maria Habermann, Marie Koenig, Thomas |
| AuthorAffiliation | 2 Department of Clinical Psychology and Psychotherapy, University of Bern , Bern , Switzerland 1 Translational Research Center, Department of Psychiatric Neurophysiology, University Hospital of Psychiatry Bern, University of Bern , Bern , Switzerland |
| AuthorAffiliation_xml | – name: 1 Translational Research Center, Department of Psychiatric Neurophysiology, University Hospital of Psychiatry Bern, University of Bern , Bern , Switzerland – name: 2 Department of Clinical Psychology and Psychotherapy, University of Bern , Bern , Switzerland |
| Author_xml | – sequence: 1 givenname: Marie surname: Habermann fullname: Habermann, Marie – sequence: 2 givenname: Dorothea surname: Weusmann fullname: Weusmann, Dorothea – sequence: 3 givenname: Maria surname: Stein fullname: Stein, Maria – sequence: 4 givenname: Thomas surname: Koenig fullname: Koenig, Thomas |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/29973861$$D View this record in MEDLINE/PubMed |
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| Cites_doi | 10.1007/BF01199778 10.1016/j.neuroimage.2017.11.062 10.1155/2011/938925 10.1007/s10548-013-0310-1 10.1016/j.neuroimage.2006.07.008 10.1109/10.391164 10.1073/pnas.1515828113 10.1016/j.neubiorev.2014.12.010 10.1016/0013-4694(80)90419-8 10.1017/CBO9780511596889 10.1007/s10548-008-0054-5 10.1126/science.7350657 10.1073/pnas.94.20.10979 |
| ContentType | Journal Article |
| Copyright | 2018. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. Copyright © 2018 Habermann, Weusmann, Stein and Koenig. 2018 Habermann, Weusmann, Stein and Koenig |
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| Keywords | ERP N400 Ragu microstates EEG randomization statistics |
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| Snippet | In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics. The MATLAB-based... In this paper we present an multivariate approach to analyze multi-channel ERP data using randomization statistics \footnotemark[1]. The MATLAB-based open... In this paper, we present a multivariate approach to analyze multi-channel event-related potential (ERP) data using randomization statistics1. The MATLAB-based... |
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| SubjectTerms | Brain research Copyright EEG Electromagnetism ERP Event-related potentials Exchange of persons programs Foreign languages Grammatical subject Hypotheses Language Mapping Medical imaging microstates N400 Neuroscience Ragu randomization statistics Second language learning Semantics Small states Statistical analysis Statistics Topography Variance analysis |
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| Title | A Student's Guide to Randomization Statistics for Multichannel Event-Related Potentials Using Ragu |
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