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A cross entropy test allows quantitative statistical comparison of t-SNE and UMAP representations

The advent of high-dimensional single-cell data has necessitated the development of dimensionality-reduction tools. t-Distributed stochastic neighbor embedding (t-SNE) and uniform manifold approximation and projection (UMAP) are the two most frequently used approaches, allowing clear visualization o...

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Detalles Bibliográficos
Autores principales: Roca, Carlos P., Burton, Oliver T., Neumann, Julika, Tareen, Samar, Whyte, Carly E., Gergelits, Vaclav, Veiga, Rafael V., Humblet-Baron, Stéphanie, Liston, Adrian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9939422/
https://www.ncbi.nlm.nih.gov/pubmed/36814837
http://dx.doi.org/10.1016/j.crmeth.2022.100390

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