Research Article
Enhancement of ELM by Clustering Discrimination Manifold Regularization and Multiobjective FOA for Semisupervised Classification
Table 4
Mean value and standard deviation of classification accuracy.
| | Dataset | SVM | ELM | LapRLS | LapSVM | SSL-ELM | The proposed classifier | | Accuracy (%) | Accuracy (%) | Accuracy (%) | Accuracy (%) | Accuracy (%) | Accuracy (%) |
| | COIL2 | 82.11 (±2.33) | 83.25 (±2.02) | 88.87 (±1.70) | 88.52 (±1.45) | 90.15 (±1.30) | 92.68 (±2.22) | | COIL20 | 81.38 (±1.06) | 82.88 (±2.34) | 87.25 (±2.10) | 87.75 (±1.02) | 91.38 (±1.50) | 93.15 (±1.67) | | Shuttle | 85.28 (±1.85) | 85.94 (±1.68) | 91.05 (±2.55) | 91.25 (±2.04) | 92.18 (±2.97) | 95.60 (±2.01) | | USPST | 81.45 (±2.95) | 81.98 (±1.91) | 90.12 (±2.33) | 90.38 (±2.19) | 91.06 (±2.22) | 93.48 (±1.59) | | EEG Eye State | 73.89 (±2.35) | 75.13 (±2.58) | 85.67 (±1.85) | 85.22 (±1.88) | 87.50 (±2.44) | 89.55 (±2.10) | | EMGPA | 80.44 (±1.87) | 81.26 (±2.51) | 86.85 (±2.02) | 87.30 (±1.52) | 88.10 (±1.68) | 91.68 (±2.05) | | Seeds | 78.81 (±2.09) | 79.63 (±2.65) | 86.92 (±2.01) | 87.56 (±2.33) | 90.25 (±1.32) | 96.65 (±1.72) | | Vertebral Column | 82.12 (±1.55) | 83.03 (±1.99) | 84.68 (±1.96) | 84.21 (±1.19) | 89.17 (±1.95) | 93.59 (±1.87) |
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