Table 7 Classification results after feature reduction by PCA
From: Feature analysis for classification of trace fluorescent labeled protein crystallization images
Classifier | # Features | Norm | Acc | Pacc | Sensitivity | Adjusted sensitivity |
|---|---|---|---|---|---|---|
RF | 30 | Yes | 0.934 | 0.901 | 0.740 | 0.954 |
RF | 20 | Yes | 0.934 | 0.905 | 0.744 | 0.944 |
RF | 40 | Yes | 0.931 | 0.897 | 0.728 | 0.948 |
RF | 50 | Yes | 0.930 | 0.896 | 0.719 | 0.950 |
RF | 50 | No | 0.928 | 0.893 | 0.715 | 0.940 |
SVM | 50 | Yes | 0.918 | 0.870 | 0.761 | 0.990 |
SVM | 40 | Yes | 0.916 | 0.869 | 0.763 | 0.983 |
SVM | 30 | Yes | 0.910 | 0.858 | 0.726 | 0.985 |
RF | 40 | No | 0.909 | 0.880 | 0.688 | 0.861 |
SVM | 50 | No | 0.909 | 0.858 | 0.765 | 0.983 |