Research Article
Application of Serum Mid-Infrared Spectroscopy Combined with Machine Learning in Rapid Screening of Breast Cancer and Lung Cancer
Table 3
Partial model performance verification.
| | | PLS | Accuracy (%) | -Errorrate (%) | -Accuracy (%) | Macro- (%) | Macro-R (%) | Macro-F1 (%) |
| | Kernel naïve Bayes | 1 | 68.10 | 28.00 | 72.00 | 76.31 | 73.20 | 73.98 | | Coarse tree | 3 | 76.40 | 18 | 82.00 | 85.00 | 87.55 | 84.52 | | Subspace discriminant | 5 | 87.00 | 10.00 | 90.00 | 89.27 | 91.16 | 90.13 | | Cubic SMV | 7 | 99.00 | 2.00 | 98.00 | 98.80 | 97.43 | 98.06 | | Quadratic discriminant | 9 | 99.30 | 2.00 | 98.00 | 98.80 | 97.43 | 98.06 | | Fine KNN | 3 | 98.00 | 2.00 | 98.00 | 98.80 | 97.43 | 98.06 |
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