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. 2023 Mar 10;18(3):e0279604. doi: 10.1371/journal.pone.0279604

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