From: Prediction of lung tumor types based on protein attributes by machine learning algorithms
SVM models | SVM | SVM Linear | SVM Evolutionary | SVM Lib SVM | SVM PSO | SVM Fast Large Margin | SVM Hyper | |
---|---|---|---|---|---|---|---|---|
Datasets | ||||||||
FCdb | Accuracy | 67.42% | 67.42% | 47.12% | 51.67% | 45.30% | 64.77% | 33.26% |
Kappa | 40.85% | 40.85% | 25.76% | 0.00% | 0.00% | 44.54% | 2.48% | |
Chi Squared | Accuracy | 70.30% | 70.30% | 55.91% | 61.36% | 47.50% | 68.48% | 32.42% |
Kappa | 44.09% | 44.09% | 29.36% | 31.01% | 18.46% | 46.71% | 2.21% | |
Deviation | Accuracy | 50.68% | 50.68% | 58.71% | 51.97% | 49.24% | 34.02% | 31.44% |
Kappa | 2.08% | 2.08% | 32.56% | 13.00% | 22.16% | 0.06% | -0.24% | |
Gini Index | Accuracy | 67.42% | 67.42% | 64.77% | 63.94% | 43.86% | 63.18% | 31.44% |
Kappa | 42.19% | 42.19% | 45.05% | 31.19% | 0.00% | 42.74% | -0.24% | |
Info Gain | Accuracy | 74.39% | 74.39% | 60.30% | 65.61% | 45.30% | 63.18% | 31.44% |
Kappa | 54.43% | 54.43% | 38.77% | 34.02% | 0.00% | 43.16% | -0.24% | |
Info Gain Ratio | Accuracy | 65.76% | 65.76% | 64.62% | 54.17% | 45.30% | 67.42% | 34.17% |
Kappa | 34.46% | 34.46% | 45.06% | 6.46% | 0.00% | 47.55% | -1.65% | |
PCA | Accuracy | 50.68% | 50.68% | 58.71% | 51.97% | 49.24% | 34.02% | 31.44% |
Kappa | 2.08% | 2.08% | 32.56% | 13.00% | 22.16% | 0.06% | -0.24% | |
Relief | Accuracy | 71.29% | 71.29% | 58.03% | 56.89% | 56.36% | 73.79% | 30.00% |
Kappa | 47.88% | 47.88% | 26.55% | 13.61% | 26.89% | 56.22% | -1.21% | |
SVM | Accuracy | 81.67% | 81.67% | 59.55% | 66.74% | 43.79% | 78.18% | 36.14% |
Kappa | 69.09% | 69.09% | 34.98% | 40.22% | 0.00% | 64.73% | 3.19% | |
Uncertainty | Accuracy | 69.32% | 69.32% | 61.14% | 58.64% | 45.30% | 64.55% | 32.35% |
Kappa | 44.57% | 44.57% | 39.90% | 16.82% | 0.00% | 43.04% | 1.22% | |
Rule | Accuracy | 64.92% | 64.92% | 59.39% | 51.67% | 45.30% | 61.14% | 31.36% |
Kappa | 36.01% | 36.01% | 37.90% | 0.00% | 0.00% | 38.09% | -6.10% | |
SAM | Accuracy | 62.20% | 62.20% | 56.67% | 52.50% | 46.21% | 54.77% | 33.26% |
Kappa | 31.04% | 31.04% | 36.30% | 2.00% | 0.00% | 26.61% | 2.48% | |
MR | Accuracy | 78.03% | 78.03% | 58.86% | 63.03% | 53.64% | 76.36% | 32.65% |
Kappa | 63.43% | 63.43% | 28.59% | 31.73% | 24.33% | 61.02% | -4.27% |