Datasets | Measure | Method | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
K-means | T-SNE | LLE | NMF | PCA | LRR | LLRR | MLLRR | sgLRR | ||
CO-CH | ACC | 95.40 | 89.31 | 71.14 | 93.14 | 93.63 | 97.99 | 99.66 | 98.99 | 98.66 |
MCC | 80.06 | 70.21 | 88.58 | 75.53 | 72.99 | 46.76 | 91.06 | 90.78 | 95.20 | |
RI | 91.43 | 49.85 | 63.66 | 87.18 | 88.07 | 96.04 | 99.32 | 98.00 | 97.34 | |
NMI | 66.46 | 51.01 | 75.71 | 54.12 | 54.47 | 41.92 | 80.51 | 77.04 | 87.51 | |
PA-ES | ACC | 98.25 | 91.84 | 77.26 | 99.16 | 99.16 | 96.38 | 99.16 | 99.16 | 99.16 |
MCC | 84.73 | 83.74 | 62.04 | 98.34 | 98.34 | 77.98 | 96.71 | 96.71 | 98.34 | |
RI | 97.37 | 84.97 | 66.46 | 98.35 | 98.33 | 93.00 | 98.34 | 98.34 | 98.34 | |
NMI | 81.06 | 59.49 | 41.43 | 93.86 | 93.86 | 65.43 | 89.39 | 89.39 | 93.86 | |
CH-HN-CO | ACC | 89.22 | 83.03 | 80.99 | 76.99 | 85.77 | 95.86 | 97.99 | 84.77 | 98.28 |
MCC | 67.91 | 65.69 | 60.77 | 82.25 | 69.17 | 61.23 | 68.31 | 80.96 | 87.25 | |
RI | 90.00 | 87.16 | 82.85 | 80.19 | 87.76 | 94.70 | 96.67 | 84.66 | 97.48 | |
NMI | 73.55 | 78.43 | 69.07 | 76.22 | 72.59 | 68.25 | 73.81 | 77.83 | 80.99 | |
ES-CH-HN | ACC | 85.56 | 52.35 | 61.65 | 84.52 | 80.03 | 82.17 | 93.19 | 94.32 | 96.11 |
MCC | 66.26 | 32.62 | 42.01 | 67.44 | 66.08 | 43.04 | 61.18 | 66.49 | 91.32 | |
RI | 82.67 | 60.97 | 63.89 | 80.25 | 78.15 | 72.36 | 89.07 | 90.30 | 93.10 | |
NMI | 56.77 | 30.77 | 33.26 | 47.35 | 72.59 | 36.92 | 52.38 | 57.20 | 78.75 | |
CO-CH-ES-HN | ACC | 86.89 | 60.52 | 63.04 | 82.31 | 81.32 | 79.24 | 92.48 | 87.94 | 94.17 |
MCC | 70.00 | 65.30 | 79.30 | 51.78 | 71.30 | 52.44 | 78.05 | 73.03 | 91.71 | |
RI | 89.43 | 74.59 | 71.98 | 85.07 | 86.57 | 81.58 | 91.42 | 88.95 | 93.34 | |
NMI | 71.04 | 48.43 | 52.00 | 57.67 | 69.12 | 54.76 | 74.42 | 69.82 | 80.27 | |
ES-CO-PA-HN | ACC | 86.89 | 85.83 | 67.76 | 82.31 | 81.32 | 79.24 | 92.48 | 87.94 | 94.17 |
MCC | 79.51 | 78.52 | 77.40 | 84.23 | 89.82 | 59.21 | 88.38 | 83.63 | 85.49 | |
RI | 89.43 | 91.45 | 78.06 | 85.07 | 86.57 | 81.58 | 91.42 | 88.95 | 93.34 | |
NMI | 76.15 | 81.42 | 55.93 | 72.97 | 79.53 | 61.82 | 81.24 | 76.58 | 76.23 |