Research Article
Multihop Neighbor Information Fusion Graph Convolutional Network for Text Classification
Table 5
Comparison of hidden units.
| Dataset | Model | Hidden units | Epochs | Test Acc. |
| R52 | NMGC-2 (ours) | 128 | 800 | 94.35 ± 0.06 | 64 | 1200 | 94.23 ± 0.20 | 32 | 2000 | 94.16 ± 0.14 | NMGC-3 (ours) | 128 | 1300 | 93.83 ± 0.16 | 64 | 1100 | 93.29 ± 0.26 | 32 | 2000 | 92.85 ± 0.37 | R8 | NMGC-2 (ours) | 128 | 150 | 97.25 ± 0.13 | 64 | 200 | 97.31 ± 0.09 | 32 | 330 | 97.30 ± 0.13 | NMGC-3 (ours) | 128 | 180 | 97.16 ± 0.10 | 64 | 220 | 96.92 ± 0.08 | 32 | 300 | 96.69 ± 0.06 | 20NG | NMGC-2 (ours) | 128 | 330 | 86.61 ± 0.06 | 64 | 480 | 86.55 ± 0.12 | 32 | 600 | 86.02 ± 0.12 | NMGC-3 (ours) | 128 | 265 | 86.68 ± 0.18 | 64 | 420 | 86.14 ± 0.19 | 32 | 540 | 85.64 ± 0.13 | Ohsumed | NMGC-2 (ours) | 128 | 410 | 69.21 ± 0.17 | 64 | 495 | 69.07 ± 0.28 | 32 | 795 | 68.46 ± 0.24 | NMGC-3 (ours) | 128 | 210 | 68.20 ± 0.35 | 64 | 305 | 67.50 ± 0.24 | 32 | 415 | 66.25 ± 0.35 | MR | NMGC-2 (ours) | 128 | 35 | 76.19 ± 0.43 | 64 | 40 | 76.21 ± 0.25 | 32 | 55 | 76.16 ± 0.26 | NMGC-3 (ours) | 128 | 50 | 76.27 ± 0.32 | 64 | 70 | 76.24 ± 0.11 | 32 | 85 | 76.36 ± 0.40 |
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