Table 3.
Dataset | Evaluation indicators | Original | t-STRPCA | fill-GSTRPCA | GSTRPCA |
---|---|---|---|---|---|
Sim1 | ACC | 81.08 | 90.07 | 92.44 | 99.76 |
ARI | 71.12 | 83.69 | 82.27 | 99.28 | |
AMI | 83.20 | 86.78 | 85.42 | 99.06 | |
NMI | 83.38 | 86.96 | 85.57 | 99.08 | |
Sim2 | ACC | 79.39 | 83.00 | 87.94 | 94.98 |
ARI | 74.27 | 74.14 | 74.76 | 88.67 | |
AMI | 84.51 | 66.67 | 86.51 | 91.35 | |
NMI | 84.50 | 67.24 | 86.70 | 91.57 | |
scGEM | ACC | 85.71 | 87.14 | 89.02 | 92.86 |
ARI | 69.86 | 71.09 | 75.31 | 82.76 | |
AMI | 71.14 | 72.90 | 76.05 | 83.86 | |
NMI | 72.23 | 73.92 | 76.95 | 84.47 | |
Specter | ACC | 62.94 | 67.84 | 69.11 | 70.24 |
ARI | 50.80 | 56.78 | 53.29 | 56.83 | |
AMI | 62.83 | 67.73 | 66.83 | 68.37 | |
NMI | 63.33 | 68.14 | 67.31 | 68.83 | |
10X_inhouse | ACC | 85.79 | 75.93 | 83.88 | 95.44 |
ARI | 74.97 | 68.96 | 73.50 | 92.28 | |
AMI | 86.60 | 88.19 | 87.65 | 92.25 | |
NMI | 86.41 | 87.84 | 87.40 | 92.24 |