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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Nature Portfolio
2018
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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) |
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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 |
work_keys_str_mv |
AT gideonrosenthal mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT frantisekvasa mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT alessandragriffa mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT patrichagmann mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT enricoamico mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT joaquingoni mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT galiaavidan mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes AT olafsporns mappinghigherorderrelationsbetweenbrainstructureandfunctionwithembeddedvectorrepresentationsofconnectomes |
_version_ |
1718380565109932032 |