Accuracy, robustness and scalability of dimensionality reduction methods for single-cell RNA-seq analysis.

Based on the comprehensive evaluation results, we provide important guidelines for choosing dimensionality reduction methods for scRNA-seq data analysis. We also provide all analysis scripts used in the present study at www.xzlab.org/reproduce.html.