Lung cancer risk estimation on External In-house Set MNAR mechanism (test (404 subjects))
0.8919AUCC-PBIGAN + C-PBIGAN
Evaluation Results
| Method | Links | |
|---|---|---|
| C-PBIGAN + C-PBIGANimage_imputation=C-PBIGAN, risk_factor_imputation=C-PBIGAN2021.07 | 0.8919 | |
| C-PBIGAN + PBIGANimage_imputation=C-PBIGAN, risk_factor_imputation=PBIGAN2021.07 | 0.8849 | |
| C-PBIGAN + Soft-imputerimage_imputation=C-PBIGAN, risk_factor_imputation=Soft-imputer2021.07 | 0.8811 | |
| C-PBIGAN# + C-PBIGANimage_imputation=C-PBIGAN#, risk_factor_imputation=C-PBIGAN2021.07 | 0.8769 | |
| LOCF + C-PBIGANimage_imputation=LOCF, risk_factor_imputation=C-PBIGAN2021.07 | 0.8763 | |
| C-PBIGAN# + PBIGANimage_imputation=C-PBIGAN#, risk_factor_imputation=PBIGAN2021.07 | 0.8719 | |
| LOCF + Soft-imputerimage_imputation=LOCF, risk_factor_imputation=Soft-imputer2021.07 | 0.8711 | |
| LOCF + PBIGANimage_imputation=LOCF, risk_factor_imputation=PBIGAN2021.07 | 0.8699 | |
| C-PBIGAN# + Soft-imputerimage_imputation=C-PBIGAN#, risk_factor_imputation=Soft-imputer2021.07 | 0.8657 | |
| factor-only + C-PBIGANimage_imputation=none (factor-only), risk_factor_imputation=C-PBIGAN2021.07 | 0.8656 | |
| PBIGAN + C-PBIGANimage_imputation=PBIGAN, risk_factor_imputation=C-PBIGAN2021.07 | 0.8586 | |
| C-PBIGAN + Mean-imputimage_imputation=C-PBIGAN, risk_factor_imputation=Mean-imput2021.07 | 0.8529 | |
| PBIGAN + PBIGANimage_imputation=PBIGAN, risk_factor_imputation=PBIGAN2021.07 | 0.8488 | |
| PBIGAN + Soft-imputerimage_imputation=PBIGAN, risk_factor_imputation=Soft-imputer2021.07 | 0.8443 | |
| factor-only + PBIGANimage_imputation=none (factor-only), risk_factor_imputation=PBIGAN2021.07 | 0.844 | |
| C-PBIGAN# + Mean-imputimage_imputation=C-PBIGAN#, risk_factor_imputation=Mean-imput2021.07 | 0.8387 | |
| factor-only + Soft-imputerimage_imputation=none (factor-only), risk_factor_imputation=Soft-imputer2021.07 | 0.8346 | |
| LOCF + Mean-imputimage_imputation=LOCF, risk_factor_imputation=Mean-imput2021.07 | 0.8283 | |
| C-PBIGAN + image-onlyimage_imputation=C-PBIGAN, risk_factor_imputation=none (image-only)2021.07 | 0.8261 | |
| PBIGAN + Mean-imputimage_imputation=PBIGAN, risk_factor_imputation=Mean-imput2021.07 | 0.8085 | |
| C-PBIGAN# + image-onlyimage_imputation=C-PBIGAN#, risk_factor_imputation=none (image-only)2021.07 | 0.8059 | |
| LOCF + image-onlyimage_imputation=LOCF, risk_factor_imputation=none (image-only)2021.07 | 0.7552 | |
| factor-only + Mean-imputimage_imputation=none (factor-only), risk_factor_imputation=Mean-imput2021.07 | 0.7517 | |
| PBIGAN + image-onlyimage_imputation=PBIGAN, risk_factor_imputation=none (image-only)2021.07 | 0.7344 |