GO domain | Model | Accuracy | Precision | Recall | F-measure | AUC |
---|---|---|---|---|---|---|
Biological process | Logistic regression | 0.896 | 0.942 | 0.844 | 0.891 | 0.914 |
SVM | 0.896 | 0.943 | 0.843 | 0.890 | 0.896 | |
Random forest | 0.909 | 0.944 | 0.869 | 0.905 | 0.923 | |
Cellular component | Logistic regression | 0.908 | 0.955 | 0.856 | 0.903 | 0.924 |
SVM | 0.908 | 0.955 | 0.858 | 0.903 | 0.908 | |
Random forest | 0.921 | 0.959 | 0.880 | 0.918 | 0.932 | |
Molecular function | Logistic regression | 0.940 | 0.959 | 0.919 | 0.939 | 0.961 |
SVM | 0.942 | 0.959 | 0.925 | 0.941 | 0.942 | |
Random forest | 0.955 | 0.964 | 0.945 | 0.955 | 0.965 |