Causal Fairness Regression on Synthetic Linear v1 (test)
0.483RMSEFULL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FULLd (clusters)=10, dv (variables)=302026.02 | 0.483 | 22.9 | |
| FULLd (clusters)=5, dv (variables)=152026.02 | 0.523 | 25.9 | |
| FULLd (clusters)=15, dv (variables)=452026.02 | 0.554 | 8.1 | |
| C-IFAIRd (clusters)=5, dv (variables)=152026.02 | 0.643 | 6 | |
| ϵ-IFAIRd (clusters)=5, dv (variables)=152026.02 | 0.647 | 6.9 | |
| C-IFAIRd (clusters)=10, dv (variables)=302026.02 | 0.66 | 5.6 | |
| ϵ-IFAIRd (clusters)=10, dv (variables)=302026.02 | 0.663 | 7.1 | |
| C-IFAIRd (clusters)=15, dv (variables)=452026.02 | 0.669 | 2 | |
| ϵ-IFAIRd (clusters)=15, dv (variables)=452026.02 | 0.671 | 4 | |
| NO-DESCSd (clusters)=15, dv (variables)=452026.02 | 0.699 | 3.3 | |
| NO-DESCSd (clusters)=5, dv (variables)=152026.02 | 0.739 | 6.4 | |
| NO-DESCSd (clusters)=10, dv (variables)=302026.02 | 0.739 | 6.5 | |
| ℓ-IFAIRd (clusters)=15, dv (variables)=452026.02 | 0.764 | 5.2 | |
| UNAWAREd (clusters)=5, dv (variables)=152026.02 | 0.774 | 7.1 | |
| UNAWAREd (clusters)=10, dv (variables)=302026.02 | 0.774 | 6.2 | |
| UNAWAREd (clusters)=15, dv (variables)=452026.02 | 0.793 | 4.6 | |
| ℓ-IFAIRd (clusters)=5, dv (variables)=152026.02 | 0.875 | 6.9 | |
| ORACLEd (clusters)=5, dv (variables)=152026.02 | 0.957 | 0 | |
| ℓ-IFAIRd (clusters)=10, dv (variables)=302026.02 | 0.964 | 7.2 | |
| ORACLEd (clusters)=10, dv (variables)=302026.02 | 0.977 | 0 | |
| ORACLEd (clusters)=15, dv (variables)=452026.02 | 1.069 | 0 |