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Iterative single-cell multi-omic integration using online learning
Integrating large single-cell gene expression, chromatin accessibility and DNA methylation datasets requires general and scalable computational approaches. Here we describe online integrative nonnegative matrix factorization (iNMF), an algorithm for integrating large, diverse, and continually arrivi...
Autores principales: | Gao, Chao, Liu, Jialin, Kriebel, April R., Preissl, Sebastian, Luo, Chongyuan, Castanon, Rosa, Sandoval, Justin, Rivkin, Angeline, Nery, Joseph R., Behrens, Margarita M., Ecker, Joseph R., Ren, Bing, Welch, Joshua D. |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8355612/ https://www.ncbi.nlm.nih.gov/pubmed/33875866 http://dx.doi.org/10.1038/s41587-021-00867-x |
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