Average Treatment Effect (ATE) Estimation on Synthetic HTE Data (test)
0.0031MSEJRE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| JRESample Size (N)=1000, Misspecification (t)=0.5 (Mild)2025.12 | 0.0031 | 9.87 | |
| IPWRASample Size (N)=1000, Misspecification (t)=0.5 (Mild)2025.12 | 0.0035 | — | |
| IPWRASample Size (N)=1000, Misspecification (t)=0 (None)2025.12 | 0.0043 | — | |
| JRESample Size (N)=1000, Misspecification (t)=0 (None)2025.12 | 0.0043 | 0.03 | |
| JRESample Size (N)=500, Misspecification (t)=0.5 (Mild)2025.12 | 0.0074 | 9.87 | |
| IPWRASample Size (N)=500, Misspecification (t)=0 (None)2025.12 | 0.0077 | — | |
| JRESample Size (N)=500, Misspecification (t)=0 (None)2025.12 | 0.0078 | -1.28 | |
| IPWRASample Size (N)=500, Misspecification (t)=0.5 (Mild)2025.12 | 0.0082 | — | |
| JRESample Size (N)=1000, Misspecification (t)=1 (Severe)2025.12 | 0.0086 | 14.88 | |
| IPWRASample Size (N)=1000, Misspecification (t)=1 (Severe)2025.12 | 0.0101 | — | |
| JRESample Size (N)=300, Misspecification (t)=0.5 (Mild)2025.12 | 0.0119 | 7.48 | |
| IPWRASample Size (N)=300, Misspecification (t)=0.5 (Mild)2025.12 | 0.0129 | — | |
| IPWRASample Size (N)=300, Misspecification (t)=0 (None)2025.12 | 0.0165 | — | |
| JRESample Size (N)=300, Misspecification (t)=0 (None)2025.12 | 0.0165 | -0.3 | |
| JRESample Size (N)=500, Misspecification (t)=1 (Severe)2025.12 | 0.0189 | 11.55 | |
| IPWRASample Size (N)=500, Misspecification (t)=1 (Severe)2025.12 | 0.0214 | — | |
| JRESample Size (N)=300, Misspecification (t)=1 (Severe)2025.12 | 0.0284 | 13.92 | |
| JRESample Size (N)=100, Misspecification (t)=0.5 (Mild)2025.12 | 0.0313 | 7.44 | |
| IPWRASample Size (N)=300, Misspecification (t)=1 (Severe)2025.12 | 0.033 | — | |
| IPWRASample Size (N)=100, Misspecification (t)=0.5 (Mild)2025.12 | 0.0338 | — | |
| IPWRASample Size (N)=100, Misspecification (t)=0 (None)2025.12 | 0.0554 | — | |
| JRESample Size (N)=100, Misspecification (t)=0 (None)2025.12 | 0.0569 | -2.64 | |
| JRESample Size (N)=100, Misspecification (t)=1 (Severe)2025.12 | 0.0977 | 4.47 | |
| IPWRASample Size (N)=100, Misspecification (t)=1 (Severe)2025.12 | 0.1022 | — |