DeepImpute: an accurate, fast, and scalable deep neural network method to impute single-cell RNA-seq data
Abstract Single-cell RNA sequencing (scRNA-seq) offers new opportunities to study gene expression of tens of thousands of single cells simultaneously. We present DeepImpute, a deep neural network-based imputation algorithm that uses dropout layers and loss functions to learn patterns in the data, al...
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| Principais autores: | , , , , |
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| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
BMC
2019-10-01
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| coleção: | Genome Biology |
| Assuntos: | |
| Acesso em linha: | http://link.springer.com/article/10.1186/s13059-019-1837-6 |
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