Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes

The function of a brain region is determined by the network it is embedded in. Here the authors implement the word2vec algorithm for connectomes generating a vector embedding of the connectivity structure for each node allowing inference about functional relationships between brain regions.

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Autores principales: Gideon Rosenthal, František Váša, Alessandra Griffa, Patric Hagmann, Enrico Amico, Joaquín Goñi, Galia Avidan, Olaf Sporns
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2018
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Acceso en línea:https://doaj.org/article/8612b8fb7d5a49ac836a4f5c1b82ea5a
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spelling oai:doaj.org-article:8612b8fb7d5a49ac836a4f5c1b82ea5a2021-12-02T17:31:31ZMapping higher-order relations between brain structure and function with embedded vector representations of connectomes10.1038/s41467-018-04614-w2041-1723https://doaj.org/article/8612b8fb7d5a49ac836a4f5c1b82ea5a2018-06-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-04614-whttps://doaj.org/toc/2041-1723The function of a brain region is determined by the network it is embedded in. Here the authors implement the word2vec algorithm for connectomes generating a vector embedding of the connectivity structure for each node allowing inference about functional relationships between brain regions.Gideon RosenthalFrantišek VášaAlessandra GriffaPatric HagmannEnrico AmicoJoaquín GoñiGalia AvidanOlaf SpornsNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-12 (2018)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Gideon Rosenthal
František Váša
Alessandra Griffa
Patric Hagmann
Enrico Amico
Joaquín Goñi
Galia Avidan
Olaf Sporns
Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
description The function of a brain region is determined by the network it is embedded in. Here the authors implement the word2vec algorithm for connectomes generating a vector embedding of the connectivity structure for each node allowing inference about functional relationships between brain regions.
format article
author Gideon Rosenthal
František Váša
Alessandra Griffa
Patric Hagmann
Enrico Amico
Joaquín Goñi
Galia Avidan
Olaf Sporns
author_facet Gideon Rosenthal
František Váša
Alessandra Griffa
Patric Hagmann
Enrico Amico
Joaquín Goñi
Galia Avidan
Olaf Sporns
author_sort Gideon Rosenthal
title Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
title_short Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
title_full Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
title_fullStr Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
title_full_unstemmed Mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
title_sort mapping higher-order relations between brain structure and function with embedded vector representations of connectomes
publisher Nature Portfolio
publishDate 2018
url https://doaj.org/article/8612b8fb7d5a49ac836a4f5c1b82ea5a
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