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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...
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 |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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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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