| AUC | Precision | Recall | F1 | Type I error |
---|---|---|---|---|---|
Fully observed data | |||||
BART | 0.92 (0.88, 0.96) | 1.00 | 0.87 | 0.93 | 0.00 |
XGBoost | 0.88 (0.84, 0.92) | 0.93 | 0.81 | 0.86 | 0.02 |
Incomplete data: 40% missingness inY and 60% overall missingness | |||||
RR-BART | 0.82 (0.78, 0.86) | 0.87 | 0.80 | 0.83 | 0.01 |
BI-BART π=0.1 | 0.83 (0.78, 0.88) | 0.87 | 0.82 | 0.85 | 0.03 |
BI-BART π=0.2 | 0.81 (0.76, 0.86) | 0.97 | 0.71 | 0.82 | 0.01 |
BI-BART π=0.3 | 0.77 (0.72, 0.82) | 0.99 | 0.63 | 0.77 | 0.00 |
BI-BART π=0.4 | 0.73 (0.68, 0.78) | 1.00 | 0.55 | 0.71 | 0.00 |
BI-BART π=0.5 | 0.67 (0.62, 0.72) | 1.00 | 0.48 | 0.65 | 0.00 |
BI-BART π=0.6 | 0.59 (0.54, 0.64) | 1.00 | 0.40 | 0.57 | 0.00 |
BI-BART π=0.7 | 0.49 (0.44, 0.54) | 1.00 | 0.31 | 0.47 | 0.00 |
BI-BART π=0.8 | 0.41 (0.36, 0.46) | 1.00 | 0.23 | 0.38 | 0.00 |
BI-BART π=0.9 | 0.33 (0.28, 0.38) | 1.00 | 0.14 | 0.25 | 0.00 |
BI-BART π=1.0 | 0.25 (0.20, 0.30) | 1.00 | 0.07 | 0.13 | 0.00 |
BI-XGB π=0.1 | 0.58 (0.53, 0.63) | 0.40 | 0.88 | 0.55 | 0.36 |
BI-XGB π=0.2 | 0.74 (0.69, 0.79) | 0.66 | 0.85 | 0.75 | 0.15 |
BI-XGB π=0.3 | 0.82 (0.77, 0.87) | 0.83 | 0.83 | 0.83 | 0.03 |
BI-XGB π=0.4 | 0.76 (0.71, 0.81) | 0.96 | 0.72 | 0.82 | 0.01 |
BI-XGB π=0.5 | 0.70 (0.65, 0.75) | 0.99 | 0.63 | 0.77 | 0.00 |
BI-XGB π=0.6 | 0.64 (0.59, 0.69) | 1.00 | 0.54 | 0.70 | 0.00 |
BI-XGB π=0.7 | 0.59 (0.54, 0.64) | 1.00 | 0.41 | 0.58 | 0.00 |
BI-XGB π=0.8 | 0.47 (0.42, 0.52) | 1.00 | 0.29 | 0.44 | 0.00 |
BI-XGB π=0.9 | 0.35 (0.30, 0.40) | 1.00 | 0.17 | 0.29 | 0.00 |
BI-XGB π=1.0 | 0.28 (0.23, 0.33) | 1.00 | 0.04 | 0.09 | 0.00 |
MIA-BART (Impute missing Y) | 0.75 (0.71, 0.79) | 0.80 | 0.75 | 0.77 | 0.04 |
MIA-BART (Exclude missing Y) | 0.72 (0.66, 0.78) | 0.78 | 0.70 | 0.74 | 0.05 |
MIA-XGB (Impute missing Y) | 0.74 (0.70, 0.78) | 0.81 | 0.73 | 0.77 | 0.04 |
MIA-XGB (Exclude missing Y) | 0.71 (0.65, 0.77) | 0.75 | 0.71 | 0.73 | 0.08 |
BART Complete cases | 0.70 (0.63, 0.77) | 0.90 | 0.60 | 0.72 | 0.03 |
XGBoost Complete cases | 0.73 (0.66, 0.80) | 0.90 | 0.68 | 0.77 | 0.04 |
Incomplete data: 20% missingness inY and 30% overall missingness | |||||
RR-BART | 0.86 (0.82, 0.90) | 0.91 | 0.84 | 0.87 | 0.02 |
BI-BART π=0.1 | 0.87 (0.83, 0.91) | 0.91 | 0.87 | 0.89 | 0.01 |
BI-BART π=0.2 | 0.85 (0.80, 0.90) | 0.99 | 0.76 | 0.85 | 0.02 |
BI-BART π=0.3 | 0.82 (0.77, 0.87) | 1.00 | 0.68 | 0.82 | 0.01 |
BI-BART π=0.4 | 0.77 (0.72, 0.82) | 1.00 | 0.59 | 0.76 | 0.01 |
BI-BART π=0.5 | 0.72 (0.67, 0.77) | 1.00 | 0.54 | 0.70 | 0.00 |
BI-BART π=0.6 | 0.63 (0.58, 0.68) | 1.00 | 0.46 | 0.61 | 0.01 |
BI-BART π=0.7 | 0.53 (0.48, 0.58) | 1.00 | 0.36 | 0.51 | 0.00 |
BI-BART π=0.8 | 0.44 (0.39, 0.49) | 1.00 | 0.28 | 0.42 | 0.00 |
BI-BART π=0.9 | 0.38 (0.33, 0.43) | 1.00 | 0.18 | 0.30 | 0.00 |
BI-BART π=1.0 | 0.29 (0.24, 0.34) | 1.00 | 0.12 | 0.18 | 0.00 |
BI-XGB π=0.1 | 0.60 (0.55, 0.65) | 0.44 | 0.90 | 0.58 | 0.30 |
BI-XGB π=0.2 | 0.76 (0.71, 0.81) | 0.69 | 0.87 | 0.77 | 0.11 |
BI-XGB π=0.3 | 0.84 (0.79, 0.89) | 0.86 | 0.85 | 0.85 | 0.02 |
BI-XGB π=0.4 | 0.78 (0.73, 0.83) | 0.99 | 0.75 | 0.84 | 0.01 |
BI-XGB π=0.5 | 0.73 (0.68, 0.78) | 1.00 | 0.65 | 0.79 | 0.00 |
BI-XGB π=0.6 | 0.67 (0.62, 0.72) | 1.00 | 0.57 | 0.73 | 0.00 |
BI-XGB π=0.7 | 0.62 (0.57, 0.67) | 1.00 | 0.44 | 0.61 | 0.00 |
BI-XGB π=0.8 | 0.49 (0.44, 0.54) | 1.00 | 0.32 | 0.47 | 0.00 |
BI-XGB π=0.9 | 0.38 (0.32, 0.42) | 1.00 | 0.20 | 0.33 | 0.00 |
BI-XGB π=1.0 | 0.31 (0.25, 0.35) | 1.00 | 0.08 | 0.14 | 0.00 |
MIA-BART (Impute missing Y) | 0.78 (0.74, 0.82) | 0.83 | 0.77 | 0.79 | 0.03 |
MIA-BART (Exclude missing Y) | 0.76 (0.70, 0.82) | 0.81 | 0.74 | 0.78 | 0.04 |
MIA-XGB (Impute missing Y) | 0.77 (0.73, 0.82) | 0.83 | 0.76 | 0.79 | 0.03 |
MIA-XGB (Exclude missing Y) | 0.73 (0.67, 0.79) | 0.78 | 0.73 | 0.75 | 0.06 |
BART Complete cases | 0.73 (0.67, 0.79) | 0.92 | 0.64 | 0.75 | 0.03 |
XGBoost Complete cases | 0.76 (0.70, 0.82) | 0.93 | 0.71 | 0.80 | 0.03 |