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.

Iterations1234567

Majority Voting0.98770.97890.98220.97890.97330.98770.97890.9811  0.005
Maximum0.97320.97320.97320.97320.97320.97320.97320.9618  0.108
Sum0.98770.97890.98220.97890.97330.98770.97890.9811  0.005
Minimum0.96980.96100.96430.95590.94250.96020.94690.9572  0.010
Average0.98770.97890.98220.97890.97330.98770.97890.9811  0.005
Product0.97980.95100.96430.95690.94250.96120.94690.9575  0.0125
Bayes0.96980.95100.98220.97040.93760.96440.94690.9603  0.016
Decision Template0.98770.97890.98220.97890.97330.98770.97890.9811  0.005
Dempster–Shafer0.98770.97890.98220.97890.97330.98770.97890.9811  0.005