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Robustness and versatility of a nonlinear interdependence method for directional coupling detection from spike trains

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dc.contributor.author Malvestio, Irene
dc.contributor.author Kreuz, Thomas
dc.contributor.author Andrzejak, Ralph Gregor
dc.date.accessioned 2017-08-29T14:22:29Z
dc.date.available 2017-08-29T14:22:29Z
dc.date.issued 2017
dc.identifier.citation Malvestio I, Kreuz T, Andrzejak RG. Robustness and versatility of a nonlinear interdependence method for directional coupling detection from spike trains. Phys. Rev. E. 2017 Aug 3;96:022203. DOI: 10.1103/PhysRevE.96.022203
dc.identifier.issn 2470-0045
dc.identifier.uri http://hdl.handle.net/10230/32713
dc.description.abstract The detection of directional couplings between dynamics based onmeasured spike trains is a crucial problem in the understanding of many different systems. In particular, in neuroscience it is important to assess the connectivity between neurons.One of the approaches that can estimate directional coupling from the analysis of point processes is the nonlinear interdependence measure L. Although its efficacy has already been demonstrated, it still needs to be tested under more challenging and realistic conditions prior to an application to real data. Thus, in this paper we use the Hindmarsh-Rose model system to test the method in the presence of noise and for different spiking regimes.We also examine the influence of different parameters and spike train distances. Our results show that the measure L is versatile and robust to various types of noise, and thus suitable for application to experimental data.
dc.description.sponsorship We acknowledge funding from the European Union Horizon 2020 research and innovation programme under theMarie Skłodowska-Curie Grant Agreement No. 642563 “Complex Oscillatory Systems: Modeling and Analysis” (COSMOS), (I.M., T.K., R.G.A.), and from the Volkswagen Foundation, the Spanish Ministry of Economy and Competitiveness Grant No. FIS2014-54177-R and the CERCA Programme of the Generalitat de Catalunya (R.G.A).
dc.format.mimetype application/pdf
dc.language.iso eng
dc.publisher American Physical Society
dc.relation.ispartof Physical Review E. 2017 Aug 3;96:022203.
dc.relation.isreferencedby http://hdl.handle.net/10230/42827
dc.rights © American Physical Society. Published article available at https://journals.aps.org/pre/abstract/10.1103/PhysRevE.96.022203
dc.title Robustness and versatility of a nonlinear interdependence method for directional coupling detection from spike trains
dc.type info:eu-repo/semantics/article
dc.identifier.doi http://dx.doi.org/10.1103/PhysRevE.96.022203
dc.subject.keyword Coupled oscillators
dc.subject.keyword Synchronization
dc.subject.keyword Chaotic systems
dc.subject.keyword Dynamical systems
dc.subject.keyword Neuronal network models
dc.subject.keyword Time series analysis
dc.subject.keyword Interdisciplinary physics
dc.subject.keyword Networks
dc.subject.keyword Nonlinear dynamics
dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/642563
dc.relation.projectID info:eu-repo/grantAgreement/ES/1PE/FIS2014-54177-R
dc.rights.accessRights info:eu-repo/semantics/openAccess
dc.type.version info:eu-repo/semantics/acceptedVersion


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