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- W2950595718 abstract "Visibility algorithms are a family of methods that map time series into graphs, such that the tools of graph theory and network science can be used for the characterization of time series. This approach has proved a convenient tool, and visibility graphs have found applications across several disciplines. Recently, an approach has been proposed to extend this framework to multivariate time series, allowing a novel way to describe collective dynamics. Here we test their application to fMRI time series, following two main motivations, namely that (a) this approach allows vs to simultaneously capture and process relevant aspects of both local and global dynamics in an easy and intuitive way, and (b) this provides a suggestive bridge between time series and network theory that nicely fits the consolidating field of network neuroscience. Our application to a large open dataset reveals differences in the similarities of temporal networks (and thus in correlated dynamics) across resting-state networks, and gives indications that some differences in brain activity connected to psychiatric disorders could be picked up by this approach." @default.
- W2950595718 created "2019-06-27" @default.
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- W2950595718 date "2017-10-01" @default.
- W2950595718 modified "2023-10-11" @default.
- W2950595718 title "Visibility graphs for fMRI data: Multiplex temporal graphs and their modulations across resting-state networks" @default.
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- W2950595718 doi "https://doi.org/10.1162/netn_a_00012" @default.
- W2950595718 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/5988401" @default.
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