Credit Card Fraud Detection on BankSim (Recall@0.5)
43.3Recall@0.5FN
Evaluation Results
| Method | Links | |
|---|---|---|
| FNLabeled sample size (Nl)=259462025.08 | 43.3 | |
| Semi-Supervised Bayesian GANs with Log-SignaturesLabeled sample size (Nl)=259462025.08 | 43.1 | |
| FNLabeled sample size (Nl)=129732025.08 | 42.8 | |
| Semi-Supervised Bayesian GANs with Log-SignaturesLabeled sample size (Nl)=129732025.08 | 42.7 | |
| RFLabeled sample size (Nl)=259462025.08 | 42.4 | |
| Semi-Supervised Bayesian GANs with Log-SignaturesLabeled sample size (Nl)=51902025.08 | 41.6 | |
| RFLabeled sample size (Nl)=129732025.08 | 41.6 | |
| FNLabeled sample size (Nl)=51902025.08 | 41.2 | |
| SVMLabeled sample size (Nl)=259462025.08 | 40.6 | |
| Semi-Supervised Bayesian GANs with Log-SignaturesLabeled sample size (Nl)=38932025.08 | 40.5 | |
| SVMLabeled sample size (Nl)=129732025.08 | 40.2 | |
| Semi-Supervised Bayesian GANs with Log-SignaturesLabeled sample size (Nl)=25952025.08 | 39.9 | |
| RFLabeled sample size (Nl)=51902025.08 | 39.8 | |
| FNLabeled sample size (Nl)=38932025.08 | 39.7 | |
| RFLabeled sample size (Nl)=38932025.08 | 38.5 | |
| FNLabeled sample size (Nl)=25952025.08 | 37.7 | |
| RFLabeled sample size (Nl)=25952025.08 | 37 | |
| SVMLabeled sample size (Nl)=51902025.08 | 36.3 | |
| SVMLabeled sample size (Nl)=38932025.08 | 32.1 | |
| L-SSLLabeled sample size (Nl)=259462025.08 | 28.1 | |
| SVMLabeled sample size (Nl)=25952025.08 | 26.9 | |
| LLabeled sample size (Nl)=259462025.08 | 26.4 | |
| KNNLabeled sample size (Nl)=259462025.08 | 24.8 | |
| L-SSLLabeled sample size (Nl)=129732025.08 | 24.5 | |
| LLabeled sample size (Nl)=129732025.08 | 22.2 | |
| L-SSLLabeled sample size (Nl)=51902025.08 | 21.2 | |
| KNNLabeled sample size (Nl)=129732025.08 | 20 | |
| L-SSLLabeled sample size (Nl)=38932025.08 | 19.9 | |
| L-SSLLabeled sample size (Nl)=25952025.08 | 17.8 | |
| LLabeled sample size (Nl)=51902025.08 | 17.7 | |
| LLabeled sample size (Nl)=38932025.08 | 16.6 | |
| LLabeled sample size (Nl)=25952025.08 | 15 | |
| KNNLabeled sample size (Nl)=51902025.08 | 13.8 | |
| KNNLabeled sample size (Nl)=38932025.08 | 13.1 | |
| KNNLabeled sample size (Nl)=25952025.08 | 12 | |
| NBLabeled sample size (Nl)=51902025.08 | 10.2 | |
| NBLabeled sample size (Nl)=38932025.08 | 9.8 | |
| NBLabeled sample size (Nl)=129732025.08 | 9.8 | |
| NBLabeled sample size (Nl)=25952025.08 | 9.1 | |
| NBLabeled sample size (Nl)=259462025.08 | 8.5 |