From: Improving random forest predictions in small datasets from two-phase sampling designs
No screening | Screening | |||||||
---|---|---|---|---|---|---|---|---|
RF | RF_under | RF_over | RF_ipw | RF | RF_under | RF_over | RF_ipw | |
All markers | 0.679 | 0.732 | 0.711 | 0.657 | 0.824 | 0.806 | 0.806 | 0.824 |
T cell markers | 0.718 | 0.714 | 0.715 | 0.708 | 0.812 | 0.780 | 0.799 | 0.819 |
Antibody markers | 0.605 | 0.656 | 0.628 | 0.579 | 0.708 | 0.722 | 0.696 | 0.711 |
No markers | 0.442 | 0.452 | 0.448 | 0.443 | 0.442 | 0.452 | 0.448 | 0.443 |