Poincaré maps for analyzing complex hierarchies in single-cell data

Poincaré maps for analyzing complex hierarchies in single-cell data

The discovery of hierarchies in biological processes is central to developmental biology. Here the authors propose Poincaré maps, a method based on hyperbolic geometry to discover continuous hierarchies from pairwise similarities.

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Autores principales: Anna Klimovskaia, David Lopez-Paz, Léon Bottou, Maximilian Nickel
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/d26503839ec34d59b49e180b57c33053
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spelling oai:doaj.org-article:d26503839ec34d59b49e180b57c330532021-12-02T17:47:59ZPoincaré maps for analyzing complex hierarchies in single-cell data10.1038/s41467-020-16822-42041-1723https://doaj.org/article/d26503839ec34d59b49e180b57c330532020-06-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-16822-4https://doaj.org/toc/2041-1723The discovery of hierarchies in biological processes is central to developmental biology. Here the authors propose Poincaré maps, a method based on hyperbolic geometry to discover continuous hierarchies from pairwise similarities.Anna KlimovskaiaDavid Lopez-PazLéon BottouMaximilian NickelNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-9 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Anna Klimovskaia
David Lopez-Paz
Léon Bottou
Maximilian Nickel
Poincaré maps for analyzing complex hierarchies in single-cell data
description The discovery of hierarchies in biological processes is central to developmental biology. Here the authors propose Poincaré maps, a method based on hyperbolic geometry to discover continuous hierarchies from pairwise similarities.
format article
author Anna Klimovskaia
David Lopez-Paz
Léon Bottou
Maximilian Nickel
author_facet Anna Klimovskaia
David Lopez-Paz
Léon Bottou
Maximilian Nickel
author_sort Anna Klimovskaia
title Poincaré maps for analyzing complex hierarchies in single-cell data
title_short Poincaré maps for analyzing complex hierarchies in single-cell data
title_full Poincaré maps for analyzing complex hierarchies in single-cell data
title_fullStr Poincaré maps for analyzing complex hierarchies in single-cell data
title_full_unstemmed Poincaré maps for analyzing complex hierarchies in single-cell data
title_sort poincaré maps for analyzing complex hierarchies in single-cell data
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/d26503839ec34d59b49e180b57c33053
work_keys_str_mv AT annaklimovskaia poincaremapsforanalyzingcomplexhierarchiesinsinglecelldata
AT davidlopezpaz poincaremapsforanalyzingcomplexhierarchiesinsinglecelldata
AT leonbottou poincaremapsforanalyzingcomplexhierarchiesinsinglecelldata
AT maximiliannickel poincaremapsforanalyzingcomplexhierarchiesinsinglecelldata
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