Research Article
Sex Determination of 3D Skull Based on a Novel Unsupervised Learning Method
Table 4
Comparative analysis of the proposed MKDSIF-FCM and other popular classification methods on the skull dataset.
| Classifier | TPR [%] | TNR [%] | ACC [%] |
| Decision tree | 78.82 | 82.10 | 80.47 | BP neural network | 80.93 | 85.07 | 83.00 | H-ELM [18] | 88.27 | 88.13 | 88.20 | Logistic regression | 84.93 | 92.53 | 88.73 | SVM | 91.60 | 94.00 | 92.80 | FDA | 90.93 | 94.80 | 92.87 | MKDSIF-FCM (proposed) | 93.02 | 98.00 | 95.70 |
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