Table 7. Experimental results of ablation study of DGCNNII model.
Methods (DGCNNII) | Dataset | ||||
---|---|---|---|---|---|
MUTAG | PTC | NCI1 | PROTEINS | D&D | |
Only first stage(16 layers) | 92.11±0.87 | 74.76±2.51 | 78.35±0.76 | 81.08±0.54 | 82.05±0.80 |
Only one stage(32 layers) | 92.11±0.91 | 70.82±2.57 | 75.91±0.76 | 80.18±0.81 | 82.05±0.83 |
DGCNNII-18(16+2 layers) | 84.21±0.85 | 70.71±2.64 | 76.64±0.75 | 80.18±0.79 | 81.20±0.82 |
DGCNNII-22(16+6 layers) | 92.11±0.91 | 68.88±2.54 | 78.59±0.75 | 79.28±0.79 | 81.20±0.82 |
DGCNNII-26(16+10 layers) | 89.47±0.89 | 72.71±1.63 | 77.37±0.74 | 78.38±0.78 | 82.05±0.83 |
DGCNNII-30(16+14 layers) | 94.44 | 74.59±2.66 | 79.32±0.79 | 81.98±0.82 | 82.91±0.84 |
DGCNNII(32 layers) | 94.44 | 76.47±2.94 | 80.32±0.76 | 82.88±0.83 | 83.33±1.29 |