Table 2 5-CV results of Breast Cancer Wisconsin (Diagnostic) Dataset
From: Biomarker interaction selection and disease detection based on multivariate gain ratio
Method | Exp\({\_}\)One (%) | Exp\({\_}\)Two (%) | Exp\({\_}\)Three (%) | Exp\({\_}\)Four (%) | Exp\({\_}\)Five (%) | Average (%) |
|---|---|---|---|---|---|---|
5-CV results of accuracy | Â | Â | Â | Â | Â | Â |
All biomarkers | \({\varvec{84.96}}\) | \(88.50\) | \(94.69\) | \(90.27\) | \(90.60\) | \(89.80\) |
I-score | \(84.07\) | \({\varvec{91.15}}\) | \(93.81\) | \(95.58\) | \(94.02\) | \(91.73\) |
MGR | \(84.07\) | \({\varvec{91.15}}\) | \({\varvec{96.46}}\) | \({\varvec{98.23}}\) | \({\varvec{95.73}}\) | \({\varvec{93.13}}\) |
5-CV results of sensitivity | ||||||
All biomarkers | \({\varvec{97.78}}\) | \(96.88\) | \({\varvec{100.0}}\) | \(96.39\) | \(93.41\) | \(96.89\) |
I-score | \(93.33\) | \({\varvec{98.44}}\) | \(94.59\) | \(96.39\) | \(94.51\) | \(95.45\) |
MGR | \(93.33\) | \(96.88\) | \(98.65\) | \({\varvec{100.0}}\) | \({\varvec{96.70 }}\) | \({\varvec{97.11}}\) |
5-CV results of specificity | ||||||
All biomarkers | \(76.47\) | \(77.55\) | \(84.62\) | \(73.33\) | \(80.77\) | \(78.55\) |
I-score | \({\varvec{77.94 }}\) | \(81.63\) | \({\varvec{92.31 }}\) | \({\varvec{93.33 }}\) | \({\varvec{92.31}}\) | \(87.50\) |
MGR | \({\varvec{77.94 }}\) | \({\varvec{83.67 }}\) | \({\varvec{92.31}}\) | \({\varvec{ 93.33 }}\) | \({\varvec{92.31}}\) | \({\varvec{87.91}}\) |