Causal effect estimation on TCGA microarray dataset HDLSS MNAR (test)
0.14MSEMNAR-stabilized CVAE+GEE+AIPW+PEL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MNAR-stabilized CVAE+GEE+AIPW+PELframework=MNAR-stabilized CVAE+GEE+AIPW+PEL2025.12 | 0.14 | 0.08 | 0.93 | 0.7 | 0.85 | 0.8 | 0.75 | 0.78 | 0.09 | 0.08 | |
| CVAE-only2025.12 | 0.2 | 0.115 | 0.84 | 0.45 | 0.6 | 0.55 | 0.5 | 0.52 | 0.14 | 0.13 | |
| Robust AIPW2025.12 | 0.22 | 0.12 | 0.82 | 0.32 | 0.5 | 0.45 | 0.4 | 0.45 | 0.16 | 0.14 | |
| QEM+IPW2025.12 | 0.28 | 0.16 | 0.7 | 0.25 | 0.4 | 0.35 | 0.18 | 0.2 | 0.22 | 0.2 | |
| Naive IPW2025.12 | 0.31 | 0.16 | 0.68 | 0.2 | 0.35 | 0.3 | 0.12 | 0.18 | 0.28 | 0.22 |