Research Article
Fault Diagnosis in Condition of Sample Type Incompleteness Using Support Vector Data Description
Table 4
Comparisons with classical methods.
| | Training set | Methods | | SVDD | LS-SVM | LVQ network | Random forests |
| | 96% | 100% | 100% | 100% | | 88% | 84% | 84% | 80% | | 84% | 68% | 72% | 68% | | 80% | 56% | 64% | 56% | | 84% | 68% | 64% | 64% | | 84% | 64% | 64% | 68% | | 80% | 48% | 52% | 56% | | 80% | 40% | 44% | 44% | | 80% | 60% | 56% | 60% | | 76% | 56% | 56% | 60% | | 80% | 48% | 52% | 52% |
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