From: Using Resistin, glucose, age and BMI to predict the presence of breast cancer
Variables | Figures of interest | Classifier | ||
---|---|---|---|---|
LR | RF | SVM | ||
V1-V2 | AUC | [0.76, 0.81] | [0.70, 0.75] | [0.76, 0.81] |
Sensitivity | [0.75, 0.81] | [0.75, 0.82] | [0.81, 0.86] | |
Specificity | [0.73, 0.80] | [0.63, 0.70] | [0.70, 0.76] | |
V1-V3 | AUC | [0.76, 0.80] | [0.81, 0.85] | [0.82, 0.86] |
Sensitivity | [0.74, 0.81] | [0.85, 0.90] | [0.87, 0.92] | |
Specificity | [0.74, 0.80] | [0.72, 0.78] | [0.78, 0.83] | |
V1-V4 | AUC | [0.79, 0.83] | [0.84, 0.88] | [0.87, 0.91] |
Sensitivity | [0.72, 0.78] | [0.80, 0.86] | [0.82, 0.88] | |
Specificity | [0.80, 0.87] | [0.81, 0.87] | [0.84, 0.90] | |
V1-V5 | AUC | [0.79, 0.83] | [0.82, 0.87] | [0.86, 0.90] |
Sensitivity | [0.73, 0.79] | [0.79, 0.85] | [0.84, 0.90] | |
Specificity | [0.81, 0.87] | [0.77, 0.83] | [0.81, 0.87] | |
V1-V6 | AUC | [0.78, 0.83] | [0.82, 0.86] | [0.83, 0.88] |
Sensitivity | [0.74, 0.80] | [0.79, 0.85] | [0.81, 0.86] | |
Specificity | [0.79, 0.85] | [0.76, 0.82] | [0.80, 0.86] | |
V1-V9 | AUC | [0.76, 0.81] | [0.78, 0.83] | [0.81, 0.85] |
Sensitivity | [0.70, 0.76] | [0.78, 0.85] | [0.75, 0.81] | |
Specificity | [0.80, 0.86] | [0.70, 0.77] | [0.78, 0.84] |