Table 2.
Summary of statistical parameters for the k-NN classification models
| Entry | Fingerprints | NER | k | Sensitivity | Specificity | ||
|---|---|---|---|---|---|---|---|
| Class 1 | Class 2 | Class 1 | Class 2 | ||||
| 1 | CDK | ||||||
| Fitting | 0.68 | 1 | 0.72 | 0.65 | 0.65 | 0.72 | |
| CV | 0.66 | 1 | 0.72 | 0.61 | 0.61 | 0.72 | |
| External | 0.54 | 1 | 0.52 | 0.57 | 0.57 | 0.52 | |
| 2 | Estate | ||||||
| Fitting | 0.68 | 1 | 0.73 | 0.62 | 0.62 | 0.73 | |
| CV | 0.66 | 1 | 0.72 | 0.61 | 0.61 | 0.72 | |
| External | 0.53 | 1 | 0.49 | 0.57 | 0.57 | 0.49 | |
| 3 | Extended CDK | ||||||
| Fitting | 0.67 | 1 | 0.70 | 0.63 | 0.63 | 0.70 | |
| CV | 0.65 | 1 | 0.70 | 0.61 | 0.61 | 0.70 | |
| External | 0.56 | 1 | 0.56 | 0.57 | 0.57 | 0.56 | |
| 4 | CDK graph | ||||||
| Fitting | 0.64 | 1 | 0.69 | 0.59 | 0.59 | 0.69 | |
| CV | 0.64 | 1 | 0.70 | 0.58 | 0.58 | 0.70 | |
| External | 0.55 | 1 | 0.52 | 0.57 | 0.57 | 0.52 | |
| 5 | MACCS | ||||||
| Fitting | 0.68 | 6 | 0.76 | 0.59 | 0.59 | 0.76 | |
| CV | 0.67 | 6 | 0.76 | 0.57 | 0.57 | 0.76 | |
| External | 0.55 | 6 | 0.54 | 0.55 | 0.55 | 0.54 | |
| 6 | PubChem | ||||||
| Fitting | 0.60 | 3 | 0.69 | 0.52 | 0.52 | 0.69 | |
| CV | 0.60 | 3 | 0.71 | 0.49 | 0.49 | 0.71 | |
| External | 0.57 | 3 | 0.62 | 0.52 | 0.52 | 0.62 | |
| 7 | Sub-structure | ||||||
| Fitting | 0.68 | 1 | 0.70 | 0.67 | 0.67 | 0.70 | |
| CV | 0.67 | 1 | 0.69 | 0.66 | 0.66 | 0.69 | |
| External | 0.57 | 1 | 0.54 | 0.59 | 0.59 | 0.54 | |
| 8 | Sub-structure count | ||||||
| Fitting | 0.67 | 1 | 0.74 | 0.61 | 0.61 | 0.74 | |
| CV | 0.68 | 1 | 0.72 | 0.65 | 0.65 | 0.72 | |
| External | 0.58 | 1 | 0.61 | 0.56 | 0.56 | 0.61 | |