Trustworthiness evaluation on DVDs
96.6Average F1LIME
Evaluation results
| Method | Links | |
|---|---|---|
| LIMEClassifier=LR2016.02 | 96.6 | |
| LIMEClassifier=RF2016.02 | 96.1 | |
| LIMEClassifier=SVM2016.02 | 95.6 | |
| ParzenClassifier=RF2016.02 | 94.2 | |
| LIMEClassifier=NN2016.02 | 91.8 | |
| ParzenClassifier=SVM2016.02 | 87.3 | |
| ParzenClassifier=LR2016.02 | 87 | |
| ParzenClassifier=NN2016.02 | 81.7 | |
| GreedyClassifier=NN2016.02 | 58.1 | |
| GreedyClassifier=SVM2016.02 | 55.1 | |
| GreedyClassifier=LR2016.02 | 52.4 | |
| GreedyClassifier=RF2016.02 | 46.6 | |
| RandomClassifier=RF2016.02 | 14.5 | |
| RandomClassifier=SVM2016.02 | 14.4 | |
| RandomClassifier=NN2016.02 | 14.3 | |
| RandomClassifier=LR2016.02 | 14.2 |