Causal effect estimation on Proteomics dataset HDLSS MNAR
0.15MSEMNAR-stabilized CVAE+GEE+AIPW+PEL
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MNAR-stabilized CVAE+GEE+AIPW+PELCondition=HDLSS, MNAR2025.12 | 0.15 | 0.085 | 0.91 | 0.65 | 0.8 | 0.75 | 0.72 | 0.75 | 0.105 | 0.095 | |
| CVAE-onlyCondition=HDLSS, MNAR2025.12 | 0.21 | 0.12 | 0.82 | 0.4 | 0.55 | 0.5 | 0.48 | 0.5 | 0.16 | 0.15 | |
| Robust AIPWCondition=HDLSS, MNAR2025.12 | 0.24 | 0.125 | 0.79 | 0.28 | 0.48 | 0.42 | 0.38 | 0.42 | 0.18 | 0.16 | |
| QEM+IPWCondition=HDLSS, MNAR2025.12 | 0.3 | 0.16 | 0.71 | 0.22 | 0.39 | 0.35 | 0.17 | 0.19 | 0.24 | 0.21 | |
| Naive IPWCondition=HDLSS, MNAR2025.12 | 0.34 | 0.17 | 0.63 | 0.18 | 0.32 | 0.28 | 0.1 | 0.15 | 0.32 | 0.25 |