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Model-based dimensionality reduction for single-cell RNA-seq using generalized bilinear models

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Dimensionality reduction is a critical step in the analysis of single-cell RNA-seq (scRNA-seq) data. The standard approach is to apply a transformation to the count matrix followed by principal components analysis (PCA). However, this approach can induce spuri... ...