Policy Error Rate Estimation on HC-MNIST (out-sample)
10.91Error Rate (Out-Sample)TARNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TARNetd_phi=392023.11 | 10.91 | -3.34 | |
| TARNetd_phi=782023.11 | 11.01 | -2.62 | |
| CFRd_phi=39, Balancing metric=MMD, alpha=0.12023.11 | 11.05 | -3.13 | |
| TARNetd_phi=72023.11 | 11.21 | -2.59 | |
| BNNd_phi=39, Balancing metric=MMD, alpha=0.12023.11 | 11.37 | -5.29 | |
| InvTARNetd_phi=392023.11 | 11.38 | -3.98 | |
| CFRd_phi=7, Balancing metric=MMD, alpha=0.12023.11 | 11.4 | -1.89 | |
| InvTARNetd_phi=782023.11 | 11.55 | -4.34 | |
| CFRd_phi=78, Balancing metric=MMD, alpha=0.12023.11 | 11.73 | -4.67 | |
| BNNd_phi=7, Balancing metric=MMD, alpha=0.12023.11 | 12 | -4.5 | |
| InvTARNetd_phi=72023.11 | 12.18 | -1.29 | |
| CFRd_phi=39, Balancing metric=MMD, alpha=0.52023.11 | 12.55 | -4.95 | |
| CFRd_phi=78, Balancing metric=MMD, alpha=0.52023.11 | 12.9 | -5.25 | |
| BWCFRd_phi=7, Balancing metric=WM, alpha=1.02023.11 | 13.62 | -3.96 | |
| CFRd_phi=7, Balancing metric=MMD, alpha=0.52023.11 | 16.01 | 19.25 | |
| BARTtype=Classical CATE estimator2023.11 | 17.51 | — | |
| C-Foresttype=Classical CATE estimator2023.11 | 17.65 | — | |
| BNNd_phi=78, Balancing metric=MMD, alpha=0.12023.11 | 20.78 | -2.01 | |
| RCFRd_phi=7, Balancing metric=WM, alpha=1.02023.11 | 21.51 | -9.17 | |
| k-NNtype=Classical CATE estimator2023.11 | 22.34 | — | |
| CFRd_phi=7, Balancing metric=WM, alpha=1.02023.11 | 24.55 | -10.42 | |
| CFR-ISWd_phi=39, Balancing metric=WM, alpha=1.02023.11 | 26.66 | -11.3 | |
| RCFRd_phi=39, Balancing metric=WM, alpha=1.02023.11 | 26.97 | -6.17 | |
| CFRd_phi=39, Balancing metric=WM, alpha=1.02023.11 | 27.87 | -10.18 | |
| BWCFRd_phi=39, Balancing metric=WM, alpha=1.02023.11 | 28.18 | 0.24 | |
| CFR-ISWd_phi=78, Balancing metric=WM, alpha=1.02023.11 | 30.02 | -13.31 | |
| RCFRd_phi=78, Balancing metric=WM, alpha=1.02023.11 | 30.14 | -14.26 | |
| CFRd_phi=39, Balancing metric=WM, alpha=2.02023.11 | 30.77 | -7.22 | |
| CFRd_phi=78, Balancing metric=WM, alpha=1.02023.11 | 31.19 | -11.53 | |
| CFRd_phi=7, Balancing metric=WM, alpha=2.02023.11 | 31.71 | -10.34 | |
| CFRd_phi=78, Balancing metric=WM, alpha=2.02023.11 | 31.83 | -11.91 | |
| BWCFRd_phi=78, Balancing metric=WM, alpha=1.02023.11 | 32.54 | -6.75 | |
| CFR-ISWd_phi=7, Balancing metric=WM, alpha=1.02023.11 | 32.64 | -10.32 |