Table 1 Self-consistency on synthetic data. NA denotes not applicable. θ=0.1
From: I-Impute: a self-consistent method to impute single cell RNA sequencing data
SAVER | scImpute | I-Impute | |
|---|---|---|---|
88.45% dropout | 0.5613 | 7.3460 | 0.0936 |
Self-consistent (<θ) | x | x | ✓ |
63.29% dropout | 1.0245 | 0.2392 | 0.0806 |
Self-consistent (<θ) | x | x | ✓ |
45.16% dropout | 1.3561 | 0.2677 | 0.0381 |
Self-consistent (<θ) | x | x | ✓ |