Instrumental Variable Regression on high-dimensional vector-proxy benchmark
0.1Structural MSEBGM-IV
Evaluation Results
| Method | Links | |
|---|---|---|
| BGM-IVConfounding level (ρ)=0.75, Sample size (n)=100002026.05 | 0.1 | |
| BGM-IVConfounding level (ρ)=0.9, Sample size (n)=100002026.05 | 0.1 | |
| BGM-IVConfounding level (ρ)=0.5, Sample size (n)=100002026.05 | 0.17 | |
| BGM-IVConfounding level (ρ)=0.25, Sample size (n)=50002026.05 | 0.19 | |
| BGM-IVConfounding level (ρ)=0.5, Sample size (n)=50002026.05 | 0.23 | |
| BGM-IVConfounding level (ρ)=0.1, Sample size (n)=100002026.05 | 0.25 | |
| BGM-IVConfounding level (ρ)=0.25, Sample size (n)=100002026.05 | 0.26 | |
| BGM-IVConfounding level (ρ)=0.75, Sample size (n)=50002026.05 | 0.27 | |
| BGM-IVConfounding level (ρ)=0.9, Sample size (n)=50002026.05 | 0.3 | |
| BGM-IVConfounding level (ρ)=0.1, Sample size (n)=50002026.05 | 0.32 | |
| BGM-IVConfounding level (ρ)=0.1, Sample size (n)=10002026.05 | 0.58 | |
| BGM-IVConfounding level (ρ)=0.25, Sample size (n)=10002026.05 | 0.61 | |
| BGM-IVConfounding level (ρ)=0.75, Sample size (n)=10002026.05 | 0.63 | |
| DFIVConfounding level (ρ)=0.25, Sample size (n)=100002026.05 | 0.65 | |
| DFIVConfounding level (ρ)=0.75, Sample size (n)=100002026.05 | 0.65 | |
| DFIVConfounding level (ρ)=0.5, Sample size (n)=100002026.05 | 0.66 | |
| BGM-IVConfounding level (ρ)=0.9, Sample size (n)=10002026.05 | 0.66 | |
| DFIVConfounding level (ρ)=0.9, Sample size (n)=100002026.05 | 0.66 | |
| BGM-IVConfounding level (ρ)=0.5, Sample size (n)=10002026.05 | 0.67 | |
| DFIVConfounding level (ρ)=0.1, Sample size (n)=50002026.05 | 0.68 | |
| DFIVConfounding level (ρ)=0.1, Sample size (n)=100002026.05 | 0.68 | |
| DFIVConfounding level (ρ)=0.9, Sample size (n)=50002026.05 | 0.69 | |
| DFIVConfounding level (ρ)=0.25, Sample size (n)=50002026.05 | 0.7 | |
| DFIVConfounding level (ρ)=0.5, Sample size (n)=50002026.05 | 0.7 | |
| DFIVConfounding level (ρ)=0.75, Sample size (n)=50002026.05 | 0.71 | |
| DFIVConfounding level (ρ)=0.75, Sample size (n)=10002026.05 | 0.73 | |
| DeepIVConfounding level (ρ)=0.9, Sample size (n)=100002026.05 | 0.73 | |
| DFIVConfounding level (ρ)=0.1, Sample size (n)=10002026.05 | 0.74 | |
| DFIVConfounding level (ρ)=0.25, Sample size (n)=10002026.05 | 0.74 | |
| DeepIVConfounding level (ρ)=0.25, Sample size (n)=100002026.05 | 0.74 | |
| DFIVConfounding level (ρ)=0.5, Sample size (n)=10002026.05 | 0.74 | |
| DFIVConfounding level (ρ)=0.9, Sample size (n)=10002026.05 | 0.74 | |
| DeepIVConfounding level (ρ)=0.1, Sample size (n)=100002026.05 | 0.75 | |
| DeepIVConfounding level (ρ)=0.5, Sample size (n)=100002026.05 | 0.75 | |
| DeepIVConfounding level (ρ)=0.75, Sample size (n)=100002026.05 | 0.75 | |
| KIVConfounding level (ρ)=0.1, Sample size (n)=100002026.05 | 0.84 | |
| KIVConfounding level (ρ)=0.25, Sample size (n)=100002026.05 | 0.84 | |
| KIVConfounding level (ρ)=0.5, Sample size (n)=100002026.05 | 0.84 | |
| KIVConfounding level (ρ)=0.75, Sample size (n)=100002026.05 | 0.84 | |
| KIVConfounding level (ρ)=0.9, Sample size (n)=100002026.05 | 0.84 | |
| KIVConfounding level (ρ)=0.1, Sample size (n)=50002026.05 | 0.9 | |
| KIVConfounding level (ρ)=0.25, Sample size (n)=50002026.05 | 0.9 | |
| KIVConfounding level (ρ)=0.5, Sample size (n)=50002026.05 | 0.9 | |
| KIVConfounding level (ρ)=0.75, Sample size (n)=50002026.05 | 0.9 | |
| KIVConfounding level (ρ)=0.9, Sample size (n)=50002026.05 | 0.91 | |
| KIVConfounding level (ρ)=0.9, Sample size (n)=10002026.05 | 1.06 | |
| KIVConfounding level (ρ)=0.25, Sample size (n)=10002026.05 | 1.07 | |
| KIVConfounding level (ρ)=0.5, Sample size (n)=10002026.05 | 1.07 | |
| KIVConfounding level (ρ)=0.75, Sample size (n)=10002026.05 | 1.07 | |
| KIVConfounding level (ρ)=0.1, Sample size (n)=10002026.05 | 1.08 | |
| DeepIVConfounding level (ρ)=0.25, Sample size (n)=50002026.05 | 1.1 | |
| DeepIVConfounding level (ρ)=0.75, Sample size (n)=50002026.05 | 1.1 | |
| DeepIVConfounding level (ρ)=0.9, Sample size (n)=50002026.05 | 1.1 | |
| DeepIVConfounding level (ρ)=0.5, Sample size (n)=50002026.05 | 1.11 | |
| DeepIVConfounding level (ρ)=0.1, Sample size (n)=50002026.05 | 1.12 | |
| DeepIVConfounding level (ρ)=0.9, Sample size (n)=10002026.05 | 1.37 | |
| DeepIVConfounding level (ρ)=0.1, Sample size (n)=10002026.05 | 1.38 | |
| DeepIVConfounding level (ρ)=0.5, Sample size (n)=10002026.05 | 1.38 | |
| DeepIVConfounding level (ρ)=0.25, Sample size (n)=10002026.05 | 1.39 | |
| DeepIVConfounding level (ρ)=0.75, Sample size (n)=10002026.05 | 1.39 | |
| DeepGMMConfounding level (ρ)=0.75, Sample size (n)=100002026.05 | 5.63 | |
| DeepGMMConfounding level (ρ)=0.25, Sample size (n)=100002026.05 | 5.64 | |
| DeepGMMConfounding level (ρ)=0.5, Sample size (n)=100002026.05 | 5.68 | |
| DeepGMMConfounding level (ρ)=0.9, Sample size (n)=100002026.05 | 5.69 | |
| DeepGMMConfounding level (ρ)=0.9, Sample size (n)=50002026.05 | 5.7 | |
| DeepGMMConfounding level (ρ)=0.1, Sample size (n)=100002026.05 | 5.74 | |
| DeepGMMConfounding level (ρ)=0.25, Sample size (n)=50002026.05 | 5.76 | |
| DeepGMMConfounding level (ρ)=0.75, Sample size (n)=50002026.05 | 5.77 | |
| DeepGMMConfounding level (ρ)=0.5, Sample size (n)=50002026.05 | 5.78 | |
| DeepGMMConfounding level (ρ)=0.1, Sample size (n)=50002026.05 | 5.92 | |
| DeepGMMConfounding level (ρ)=0.25, Sample size (n)=10002026.05 | 6.08 | |
| DeepGMMConfounding level (ρ)=0.1, Sample size (n)=10002026.05 | 6.12 | |
| DeepGMMConfounding level (ρ)=0.5, Sample size (n)=10002026.05 | 6.13 | |
| DeepGMMConfounding level (ρ)=0.9, Sample size (n)=10002026.05 | 6.13 | |
| DeepGMMConfounding level (ρ)=0.75, Sample size (n)=10002026.05 | 6.17 |