Table 2 The average NMIs, ACCs and ARIs obtained by the our ISC method and other comparison partners in simulation datasets
Methods | t=0.1 | t=0.9 | t=1 | t=2 | t=5 | t=6 | t=10 | t=15 | t=20 | t=30 | |
|---|---|---|---|---|---|---|---|---|---|---|---|
NMI | SV1 | 0.368 | 0.012 | 0.003 | 0.005 | 0.019 | 0.020 | 0.024 | 0.023 | 0.023 | 0.023 |
SV2 | 1.000 | 0.009 | 0.006 | 0.001 | 0.004 | 0.005 | 0.006 | 0.006 | 0.006 | 0.006 | |
Coreg | 0.701 | 0.072 | 0.039 | 0.005 | 0.007 | 0.006 | 0.010 | 0.012 | 0.010 | 0.012 | |
SNF | 1.000 | 1.000 | 1.000 | 0.960 | 0.592 | 0.161 | 0.000 | 0.000 | 0.000 | 0.000 | |
ECMC | 1.000 | 0.203 | 0.051 | 0.006 | 0.016 | 0.020 | 0.019 | 0.024 | 0.023 | 0.023 | |
ISC-C | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | |
ISC-S1 | 0.004 | 0.301 | 0.390 | 0.673 | 0.806 | 0.806 | 0.759 | 0.759 | 0.736 | 0.736 | |
ISC-S2 | 0.005 | 0.756 | 0.816 | 0.862 | 0.889 | 0.889 | 0.889 | 0.889 | 0.889 | 0.889 | |
ACC | SV1 | 0.840 | 0.563 | 0.530 | 0.540 | 0.580 | 0.582 | 0.590 | 0.590 | 0.590 | 0.590 |
SV2 | 1.000 | 0.555 | 0.545 | 0.515 | 0.535 | 0.540 | 0.545 | 0.545 | 0.545 | 0.545 | |
Coreg | 0.945 | 0.655 | 0.615 | 0.540 | 0.550 | 0.545 | 0.558 | 0.565 | 0.560 | 0.565 | |
SNF | 1.000 | 1.000 | 1.000 | 0.995 | 0.900 | 0.730 | 0.505 | 0.505 | 0.505 | 0.505 | |
ECMC | 1.000 | 0.663 | 0.599 | 0.535 | 0.575 | 0.582 | 0.579 | 0.588 | 0.586 | 0.587 | |
ISC-C | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | |
ISC-S1 | 0.537 | 0.810 | 0.850 | 0.940 | 0.970 | 0.970 | 0.960 | 0.960 | 0.955 | 0.955 | |
ISC-S2 | 0.540 | 0.955 | 0.970 | 0.980 | 0.985 | 0.985 | 0.985 | 0.985 | 0.985 | 0.985 | |
ARI | SV1 | 0.460 | 0.011 | -0.001 | 0.001 | 0.021 | 0.022 | 0.028 | 0.028 | 0.028 | 0.028 |
SV2 | 1.000 | 0.007 | 0.003 | -0.004 | -0.000 | 0.001 | 0.003 | 0.003 | 0.003 | 0.003 | |
Coreg | 0.791 | 0.092 | 0.048 | 0.001 | 0.005 | 0.003 | 0.009 | 0.012 | 0.009 | 0.012 | |
SNF | 1.000 | 1.000 | 1.000 | 0.980 | 0.638 | 0.208 | -0.004 | -0.004 | -0.004 | -0.004 | |
ECMC | 1.000 | 0.229 | 0.063 | 0.003 | 0.018 | 0.022 | 0.021 | 0.028 | 0.027 | 0.027 | |
ISC-C | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | |
ISC-S1 | 0.001 | 0.381 | 0.487 | 0.773 | 0.883 | 0.883 | 0.846 | 0.846 | 0.827 | 0.827 | |
ISC-S2 | 0.001 | 0.827 | 0.883 | 0.921 | 0.941 | 0.941 | 0.941 | 0.941 | 0.941 | 0.941 |