Skip to main content

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       
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 \({\varvec{77.94 }}\) \({\varvec{83.67 }}\) \({\varvec{92.31}}\) \({\varvec{ 93.33 }}\) \({\varvec{92.31}}\) \({\varvec{87.91}}\)
  1. There are two main experiment methods including via biomarker selection and without biomarker selection, where the method via biomarker selection includes I-score method and MGR method. For certain method, we conduct 5-CV Experiments. Exp\({\_}\)One is the first experiment in 5-CV Experiments and so on. Bold data is the best result for every Experiment