Research Article
Thermography as an Economical Alternative Modality to Mammography for Early Detection of Breast Cancer
Table 5
Ensemble classification validation measures for masses/nonmasses using GLCM features.
| Iterations | 1 | 2 | 3 | 4 | 5 | 6 | 7 | |
| Majority Voting | 0.9877 | 0.9789 | 0.9822 | 0.9789 | 0.9733 | 0.9877 | 0.9789 | 0.9811 0.005 | Maximum | 0.9732 | 0.9732 | 0.9732 | 0.9732 | 0.9732 | 0.9732 | 0.9732 | 0.9618 0.108 | Sum | 0.9877 | 0.9789 | 0.9822 | 0.9789 | 0.9733 | 0.9877 | 0.9789 | 0.9811 0.005 | Minimum | 0.9698 | 0.9610 | 0.9643 | 0.9559 | 0.9425 | 0.9602 | 0.9469 | 0.9572 0.010 | Average | 0.9877 | 0.9789 | 0.9822 | 0.9789 | 0.9733 | 0.9877 | 0.9789 | 0.9811 0.005 | Product | 0.9798 | 0.9510 | 0.9643 | 0.9569 | 0.9425 | 0.9612 | 0.9469 | 0.9575 0.0125 | Bayes | 0.9698 | 0.9510 | 0.9822 | 0.9704 | 0.9376 | 0.9644 | 0.9469 | 0.9603 0.016 | Decision Template | 0.9877 | 0.9789 | 0.9822 | 0.9789 | 0.9733 | 0.9877 | 0.9789 | 0.9811 0.005 | Dempster–Shafer | 0.9877 | 0.9789 | 0.9822 | 0.9789 | 0.9733 | 0.9877 | 0.9789 | 0.9811 0.005 |
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