Table 8 Classification results after feature selection by Random Forest
From: Feature analysis for classification of trace fluorescent labeled protein crystallization images
Classifier | # Features | Norm | Acc | Pacc | Sensitivity | Adjusted sensitivity |
|---|---|---|---|---|---|---|
RF | 30 | Yes | 0.960 | 0.936 | 0.863 | 0.998 |
RF | 40 | No | 0.958 | 0.933 | 0.852 | 0.994 |
RF | 50 | Yes | 0.957 | 0.932 | 0.859 | 0.996 |
RF | 50 | No | 0.956 | 0.930 | 0.859 | 0.996 |
RF | 30 | No | 0.954 | 0.926 | 0.834 | 0.994 |
RF | 30 | Yes | 0.952 | 0.925 | 0.817 | 0.994 |
RF | 20 | No | 0.950 | 0.920 | 0.832 | 0.992 |
RF | 20 | Yes | 0.946 | 0.915 | 0.817 | 0.996 |
SVM | 30 | Yes | 0.938 | 0.901 | 0.854 | 0.996 |
SVM | 50 | Yes | 0.934 | 0.895 | 0.844 | 0.996 |