Research Article
Tensor Decomposition for Multiple-Instance Classification of High-Order Medical Data
Table 2
Tenfold cross-validation mean test accuracy and mean AUC for the BC dataset.
| BC | Kandemir [4] | ALS | StrProxSGD (90% missing values) | Acc | AUC | Acc | AUC | Acc | AUC |
| MILES [39] | 81.33 (0.15) | 0.91 (0.15) | 72.67 (0.21) | 0.79 (0.21) | 63.33 (0.18) | 0.72 (0.15) | JC2MIL [40] | 74.33 (0.16) | 0.84 (0.16) | 72.33 (0.18) | 0.78 (0.18) | 77.67 (0.08) | 0.88 (0.14) | MILBoost [41] | 89.33 (0.09) | 0.94 (0.09) | 81.67 (0.21) | 0.87 (0.19) | 68.33 (0.3) | 0.77 (0.27) | MCILBoost [42] | 82.33 (0.15) | 0.93 (0.12) | 85.00 (0.12) | 0.90 (0.12) | 76.67 (0.22) | 0.84 (0.16) | TensMIL | 74.33 (0.16) | 0.86 (0.16) | 84.67 (0.17) | 0.90 (0.15) | 79.33 (0.16) | 0.85 (0.15) |
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