Beyond Pairwise Interactions: The Totally Antisymmetric Part of the Bispectrum as Coupling Measure of at Least Three Interacting Sources

dc.contributor.authorBartz, Sarah
dc.contributor.authorAndreou, Christina
dc.contributor.authorNolte, Guido
dc.date.accessioned2020-10-29T14:49:39Z
dc.date.available2020-10-29T14:49:39Z
dc.date.issued2020-10-26
dc.date.updated2020-10-26T05:30:41Z
dc.description.abstractIn this paper we make two contributions to the analysis of brain oscillations with CFC techniques. First, we introduce a new bispectral CFC measure which is selective to couplings between three or more brain sources. This measure can be derived from ordinary cross-bispectra by performing a total-antisymmetrization operation on them. Significant coupling values can then be attributed to at least three interacting signals. This selectivity to the number of sources can be helpful to test hypotheses on the number of brain sources involved in the generation of commonly observed brain oscillations, such as the alpha rhythm. In a second step we present the correct empirical distribution for the coupling measure, which is necessary to properly assess the significance of coupling results. More importantly however, this corrected statistic is not limited to our particular measure, but holds for all complex-valued coupling estimators. We illustrate how the very common misassumption of empirical normality of such estimators can lead to a systematic underestimation of p-values, the breakdown of multiple comparison control procedures and in consequence a drastic inflation of the number of false positives.en
dc.description.sponsorshipDFG, 178316478, SFB 936: Multi-Site Communication in the Brain - Funktionelle Kopplung neuronaler Aktivität im ZNSen
dc.description.sponsorshipDFG, 261402652, TRR 169: Crossmodales Lernen: Adaptivität, Prädiktion und Interaktionen
dc.identifier.eissn1662-5196
dc.identifier.urihttps://depositonce.tu-berlin.de/handle/11303/11803
dc.identifier.urihttp://dx.doi.org/10.14279/depositonce-10692
dc.language.isoenen
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/en
dc.subject.ddc610 Medizin und Gesundheitde
dc.subject.otherbicoherenceen
dc.subject.otherEEGen
dc.subject.otherMEGen
dc.subject.otherartifacts of volume conductionen
dc.subject.othercross-frequency couplingen
dc.titleBeyond Pairwise Interactions: The Totally Antisymmetric Part of the Bispectrum as Coupling Measure of at Least Three Interacting Sourcesen
dc.typeArticleen
dc.type.versionpublishedVersionen
dcterms.bibliographicCitation.articlenumber573750en
dcterms.bibliographicCitation.doi10.3389/fninf.2020.573750en
dcterms.bibliographicCitation.journaltitleFrontiers in Neuroinformaticsen
dcterms.bibliographicCitation.originalpublishernameFrontiersen
dcterms.bibliographicCitation.originalpublisherplaceLausanneen
dcterms.bibliographicCitation.volume14en
tub.accessrights.dnbfreeen
tub.affiliationFak. 4 Elektrotechnik und Informatik::Inst. Softwaretechnik und Theoretische Informatik::FG Maschinelles Lernende
tub.affiliation.facultyFak. 4 Elektrotechnik und Informatikde
tub.affiliation.groupFG Maschinelles Lernende
tub.affiliation.instituteInst. Softwaretechnik und Theoretische Informatikde
tub.publisher.universityorinstitutionTechnische Universität Berlinen

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