Exclusion method | Number of training subjects excluded | |||||
---|---|---|---|---|---|---|
(base model) | 0 | 50 | 100 | 150 | 200 | 250 |
Random (-) | 62.64 ±0.87 | 62.29 ±0.93 | 61.46 ±1.87 | 61.11 ±1.49 | 62.36 ±1.61 | 63.47 ±2.31 |
LOO (LR) | 62.64 ±0.87 | 61.53 ±1.87 | 63.47 ±1.08 | 62.92 ±1.73 | 61.46 ±1.36 | 59.72 ±1.58 |
LOO (RF) | 62.64 ±0.87 | 63.68 ±1.99 | 62.36 ±2.19 | 63.68 ±1.86 | 62.71 ±1.08 | 63.96 ±1.95 |
Data Shapley (LR) | 62.64 ±0.87 | 64.72 ±0.87 | 64.93 ±0.78 | 65.21 ±1.26 | 65.62 ±1.29 | 65.00 ±2.24 |
Data Shapley (RF) | 62.64 ±0.87 | 63.68 ±1.76 | 66.25 ±0.89 | 66.46 ±1.28 | 66.67 ±1.16 | 67.29 ±1.18 |