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ResearchFormerly WizWand

Credit Card Fraud Detection on BankSim (Expected Cost)

22Expected CostFN
14.01267.931121.85175.769Aug 31, 2025
Updated 5mo ago

Evaluation results

MethodLinks
FNK=1.0, Labeled training sample size (N_l)=259462025.0822
Semi-Supervised Bayesian GANs with Log-SignaturesK=1.0, Labeled training sample size (N_l)=259462025.0822.2
Semi-Supervised Bayesian GANs with Log-SignaturesK=1.0, Labeled training sample size (N_l)=129732025.0823.3
FNK=1.0, Labeled training sample size (N_l)=129732025.0826.6
SVMK=1.0, Labeled training sample size (N_l)=259462025.0827.8
RFK=1.0, Labeled training sample size (N_l)=259462025.0828.9
SVMK=1.0, Labeled training sample size (N_l)=129732025.0831.7
Semi-Supervised Bayesian GANs with Log-SignaturesK=1.0, Labeled training sample size (N_l)=51902025.0832.2
RFK=1.0, Labeled training sample size (N_l)=129732025.0834
Semi-Supervised Bayesian GANs with Log-SignaturesK=1.0, Labeled training sample size (N_l)=38932025.0838
FNK=1.0, Labeled training sample size (N_l)=51902025.0838.1
FNK=1.0, Labeled training sample size (N_l)=38932025.0840.1
Semi-Supervised Bayesian GANs with Log-SignaturesK=1.0, Labeled training sample size (N_l)=25952025.0843.5
SVMK=1.0, Labeled training sample size (N_l)=51902025.0843.5
FNK=1.0, Labeled training sample size (N_l)=25952025.0845.4
RFK=1.0, Labeled training sample size (N_l)=51902025.0853
SVMK=1.0, Labeled training sample size (N_l)=38932025.0857.2
RFK=1.0, Labeled training sample size (N_l)=38932025.0857.6
RFK=1.0, Labeled training sample size (N_l)=25952025.0859
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.5, Labeled training sample size (N_l)=259462025.0866.5
FNK=0.5, Labeled training sample size (N_l)=259462025.0868
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.5, Labeled training sample size (N_l)=129732025.0868.4
FNK=0.5, Labeled training sample size (N_l)=129732025.0872
SVMK=0.5, Labeled training sample size (N_l)=259462025.0872.4
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.5, Labeled training sample size (N_l)=51902025.0873.6
SVMK=1.0, Labeled training sample size (N_l)=25952025.0874.7
SVMK=0.5, Labeled training sample size (N_l)=129732025.0874.9
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.5, Labeled training sample size (N_l)=38932025.0877.8
FNK=0.5, Labeled training sample size (N_l)=51902025.0878.5
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.5, Labeled training sample size (N_l)=25952025.0879.8
FNK=0.5, Labeled training sample size (N_l)=38932025.0881.9
L-SSLK=1.0, Labeled training sample size (N_l)=259462025.0888.1
SVMK=0.5, Labeled training sample size (N_l)=51902025.0888.6
FNK=0.5, Labeled training sample size (N_l)=25952025.0896
LK=1.0, Labeled training sample size (N_l)=259462025.08102.2
RFK=0.5, Labeled training sample size (N_l)=259462025.08103.5
SVMK=0.5, Labeled training sample size (N_l)=38932025.08107.4
L-SSLK=1.0, Labeled training sample size (N_l)=129732025.08108.8
RFK=0.5, Labeled training sample size (N_l)=129732025.08110.4
LK=1.0, Labeled training sample size (N_l)=129732025.08124.6
RFK=0.5, Labeled training sample size (N_l)=51902025.08127.2
L-SSLK=0.5, Labeled training sample size (N_l)=259462025.08127.5
SVMK=0.5, Labeled training sample size (N_l)=25952025.08128.9
RFK=0.5, Labeled training sample size (N_l)=38932025.08130.7
L-SSLK=1.0, Labeled training sample size (N_l)=51902025.08137
LK=0.5, Labeled training sample size (N_l)=259462025.08137.2
L-SSLK=1.0, Labeled training sample size (N_l)=38932025.08141.8
L-SSLK=0.5, Labeled training sample size (N_l)=129732025.08142.8
SVMK=0.2, Labeled training sample size (N_l)=259462025.08146.6
RFK=0.5, Labeled training sample size (N_l)=25952025.08146.6
KNNK=1.0, Labeled training sample size (N_l)=259462025.08148.4
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.2, Labeled training sample size (N_l)=38932025.08149.7
SVMK=0.2, Labeled training sample size (N_l)=129732025.08149.8
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.2, Labeled training sample size (N_l)=259462025.08149.9
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.2, Labeled training sample size (N_l)=129732025.08150.9
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.2, Labeled training sample size (N_l)=51902025.08151
FNK=0.2, Labeled training sample size (N_l)=259462025.08151.3
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.2, Labeled training sample size (N_l)=25952025.08152.1
FNK=0.2, Labeled training sample size (N_l)=51902025.08152.9
LK=1.0, Labeled training sample size (N_l)=51902025.08157.5
FNK=0.2, Labeled training sample size (N_l)=38932025.08159.1
SVMK=0.2, Labeled training sample size (N_l)=51902025.08159.3
LK=0.5, Labeled training sample size (N_l)=129732025.08159.4
FNK=0.2, Labeled training sample size (N_l)=129732025.08161.1
L-SSLK=0.5, Labeled training sample size (N_l)=51902025.08162.9
L-SSLK=1.0, Labeled training sample size (N_l)=25952025.08168.1
SVMK=0.2, Labeled training sample size (N_l)=38932025.08168.5
LK=1.0, Labeled training sample size (N_l)=38932025.08169.4
L-SSLK=0.5, Labeled training sample size (N_l)=38932025.08170.2
L-SSLK=0.2, Labeled training sample size (N_l)=259462025.08171.1
LK=0.2, Labeled training sample size (N_l)=259462025.08176.1
SVMK=0.2, Labeled training sample size (N_l)=25952025.08182.5
KNNK=1.0, Labeled training sample size (N_l)=129732025.08184.3
FNK=0.2, Labeled training sample size (N_l)=25952025.08184.7
L-SSLK=0.2, Labeled training sample size (N_l)=129732025.08184.9
LK=1.0, Labeled training sample size (N_l)=25952025.08189.9
LK=0.5, Labeled training sample size (N_l)=51902025.08191.1
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.1, Labeled training sample size (N_l)=38932025.08192.9
FNK=0.1, Labeled training sample size (N_l)=259462025.08193.1
L-SSLK=0.5, Labeled training sample size (N_l)=25952025.08193.7
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.1, Labeled training sample size (N_l)=25952025.08194.1
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.1, Labeled training sample size (N_l)=259462025.08194.1
LK=0.2, Labeled training sample size (N_l)=129732025.08195.4
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.1, Labeled training sample size (N_l)=129732025.08197.1
SVMK=0.1, Labeled training sample size (N_l)=51902025.08197.2
Semi-Supervised Bayesian GANs with Log-SignaturesK=0.1, Labeled training sample size (N_l)=51902025.08198.6
SVMK=0.1, Labeled training sample size (N_l)=129732025.08200.7
LK=0.1, Labeled training sample size (N_l)=259462025.08203.3
LK=0.5, Labeled training sample size (N_l)=38932025.08205.2
KNNK=0.5, Labeled training sample size (N_l)=259462025.08205.9
L-SSLK=0.1, Labeled training sample size (N_l)=259462025.08206.3
SVMK=0.1, Labeled training sample size (N_l)=38932025.08209.2
SVMK=0.1, Labeled training sample size (N_l)=259462025.08209.6
L-SSLK=0.1, Labeled training sample size (N_l)=129732025.08209.9
L-SSLK=0.2, Labeled training sample size (N_l)=51902025.08210.9
LK=0.1, Labeled training sample size (N_l)=129732025.08216.1
L-SSLK=0.2, Labeled training sample size (N_l)=38932025.08216.9
SVMK=0.1, Labeled training sample size (N_l)=25952025.08218
FNK=0.1, Labeled training sample size (N_l)=129732025.08218.4
RFK=0.2, Labeled training sample size (N_l)=259462025.08221.7