Causal estimation on Flickr network
0.0007ADEGDML
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GDMLInterference=Cosine, Temperature (β)=02025.09 | 0.0007 | 0.0499 | 0.0088 | 0.2862 | |
| Proposed_oracleInterference=RBF, Temperature (β)=0, nuisance=known2025.09 | 0.0007 | 0.0067 | 0.0164 | 0.0281 | |
| Proposed_oracleInterference=Cosine, Temperature (β)=0, nuisance=known2025.09 | 0.0012 | 0.0112 | 0.019 | 0.0381 | |
| Proposed_oracleInterference=Cosine, Temperature (β)=10, nuisance=known2025.09 | 0.0017 | 0.0048 | 0.02 | 0.0204 | |
| Proposed_oracleInterference=RBF, Temperature (β)=10, nuisance=known2025.09 | 0.0017 | 0.0048 | 0.02 | 0.0204 | |
| Proposed_oracleInterference=Cosine, Temperature (β)=5, nuisance=known2025.09 | 0.0018 | 0.0046 | 0.0184 | 0.0178 | |
| Proposed_oracleInterference=RBF, Temperature (β)=5, nuisance=known2025.09 | 0.0018 | 0.0046 | 0.0184 | 0.0178 | |
| Proposed_estInterference=Cosine, Temperature (β)=5, nuisance=estimated2025.09 | 0.0028 | 0.0012 | 0.0282 | 0.0295 | |
| Proposed_estInterference=RBF, Temperature (β)=5, nuisance=estimated2025.09 | 0.0028 | 0.0012 | 0.0282 | 0.0295 | |
| Proposed_oracleInterference=Cosine, Temperature (β)=1, nuisance=known2025.09 | 0.0039 | 0.0033 | 0.0158 | 0.0362 | |
| Proposed_oracleInterference=RBF, Temperature (β)=1, nuisance=known2025.09 | 0.0058 | 0.0018 | 0.0281 | 0.0575 | |
| Proposed_estInterference=Cosine, Temperature (β)=10, nuisance=estimated2025.09 | 0.0063 | 0.0029 | 0.0293 | 0.0317 | |
| Proposed_estInterference=RBF, Temperature (β)=10, nuisance=estimated2025.09 | 0.0063 | 0.0029 | 0.0293 | 0.0317 | |
| Proposed_estInterference=Cosine, Temperature (β)=1, nuisance=estimated2025.09 | 0.008 | 0.0041 | 0.0252 | 0.0499 | |
| Proposed_estInterference=RBF, Temperature (β)=1, nuisance=estimated2025.09 | 0.009 | 0.0038 | 0.0405 | 0.08 | |
| Proposed_estInterference=Cosine, Temperature (β)=0, nuisance=estimated2025.09 | 0.012 | 0.0046 | 0.0277 | 0.0409 | |
| Proposed_estInterference=RBF, Temperature (β)=0, nuisance=estimated2025.09 | 0.0155 | 0.0044 | 0.0327 | 0.0378 | |
| CaugamerInterference=Cosine, Temperature (β)=02025.09 | 0.0955 | 0.1073 | 0.3202 | 0.3121 | |
| TnetInterference=Cosine, Temperature (β)=02025.09 | 0.117 | 0.0038 | 0.311 | 0.3061 | |
| EdgeConvInterference=Cosine, Temperature (β)=02025.09 | 0.1715 | 0.0867 | 0.2603 | 0.2102 | |
| CFRInterference=Cosine, Temperature (β)=02025.09 | 0.1958 | 0.0364 | 0.3296 | 0.2724 | |
| NetestInterference=Cosine, Temperature (β)=02025.09 | 0.1975 | 0.1396 | 0.3274 | 0.319 | |
| NDInterference=Cosine, Temperature (β)=02025.09 | 0.2831 | 0.0558 | 0.3903 | 0.308 |