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ResearchFormerly WizWand

Lung cancer risk estimation on External In-house Set MNAR mechanism (test (404 subjects))

0.8919AUCC-PBIGAN + C-PBIGAN
0.72810.7706250.813150.855675Jul 25, 2021
Updated 8mo ago

Evaluation results

MethodLinks
C-PBIGAN + C-PBIGANimage_imputation=C-PBIGAN, risk_factor_imputation=C-PBIGAN2021.070.8919
C-PBIGAN + PBIGANimage_imputation=C-PBIGAN, risk_factor_imputation=PBIGAN2021.070.8849
C-PBIGAN + Soft-imputerimage_imputation=C-PBIGAN, risk_factor_imputation=Soft-imputer2021.070.8811
C-PBIGAN# + C-PBIGANimage_imputation=C-PBIGAN#, risk_factor_imputation=C-PBIGAN2021.070.8769
LOCF + C-PBIGANimage_imputation=LOCF, risk_factor_imputation=C-PBIGAN2021.070.8763
C-PBIGAN# + PBIGANimage_imputation=C-PBIGAN#, risk_factor_imputation=PBIGAN2021.070.8719
LOCF + Soft-imputerimage_imputation=LOCF, risk_factor_imputation=Soft-imputer2021.070.8711
LOCF + PBIGANimage_imputation=LOCF, risk_factor_imputation=PBIGAN2021.070.8699
C-PBIGAN# + Soft-imputerimage_imputation=C-PBIGAN#, risk_factor_imputation=Soft-imputer2021.070.8657
factor-only + C-PBIGANimage_imputation=none (factor-only), risk_factor_imputation=C-PBIGAN2021.070.8656
PBIGAN + C-PBIGANimage_imputation=PBIGAN, risk_factor_imputation=C-PBIGAN2021.070.8586
C-PBIGAN + Mean-imputimage_imputation=C-PBIGAN, risk_factor_imputation=Mean-imput2021.070.8529
PBIGAN + PBIGANimage_imputation=PBIGAN, risk_factor_imputation=PBIGAN2021.070.8488
PBIGAN + Soft-imputerimage_imputation=PBIGAN, risk_factor_imputation=Soft-imputer2021.070.8443
factor-only + PBIGANimage_imputation=none (factor-only), risk_factor_imputation=PBIGAN2021.070.844
C-PBIGAN# + Mean-imputimage_imputation=C-PBIGAN#, risk_factor_imputation=Mean-imput2021.070.8387
factor-only + Soft-imputerimage_imputation=none (factor-only), risk_factor_imputation=Soft-imputer2021.070.8346
LOCF + Mean-imputimage_imputation=LOCF, risk_factor_imputation=Mean-imput2021.070.8283
C-PBIGAN + image-onlyimage_imputation=C-PBIGAN, risk_factor_imputation=none (image-only)2021.070.8261
PBIGAN + Mean-imputimage_imputation=PBIGAN, risk_factor_imputation=Mean-imput2021.070.8085
C-PBIGAN# + image-onlyimage_imputation=C-PBIGAN#, risk_factor_imputation=none (image-only)2021.070.8059
LOCF + image-onlyimage_imputation=LOCF, risk_factor_imputation=none (image-only)2021.070.7552
factor-only + Mean-imputimage_imputation=none (factor-only), risk_factor_imputation=Mean-imput2021.070.7517
PBIGAN + image-onlyimage_imputation=PBIGAN, risk_factor_imputation=none (image-only)2021.070.7344