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 |
|
|