Causal Fairness Regression on Synthetic Nonlinear v1 (test)
0.914RMSEFULL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FULLd (clusters)=5, dv (variables)=152026.02 | 0.914 | 0.121 | |
| FULLd (clusters)=10, dv (variables)=302026.02 | 0.925 | 0.026 | |
| FULLd (clusters)=15, dv (variables)=452026.02 | 0.928 | 0.021 | |
| C-IFAIRd (clusters)=5, dv (variables)=152026.02 | 0.929 | 0.066 | |
| ϵ-IFAIRd (clusters)=5, dv (variables)=152026.02 | 0.938 | 0.077 | |
| C-IFAIRd (clusters)=10, dv (variables)=302026.02 | 0.948 | 0.021 | |
| NO-DESCSd (clusters)=10, dv (variables)=302026.02 | 0.95 | 0.022 | |
| ϵ-IFAIRd (clusters)=10, dv (variables)=302026.02 | 0.953 | 0.027 | |
| UNAWAREd (clusters)=10, dv (variables)=302026.02 | 0.957 | 0.027 | |
| C-IFAIRd (clusters)=15, dv (variables)=452026.02 | 0.96 | 0.01 | |
| ϵ-IFAIRd (clusters)=15, dv (variables)=452026.02 | 0.962 | 0.023 | |
| UNAWAREd (clusters)=5, dv (variables)=152026.02 | 0.978 | 0.069 | |
| NO-DESCSd (clusters)=5, dv (variables)=152026.02 | 0.978 | 0.084 | |
| ℓ-IFAIRd (clusters)=10, dv (variables)=302026.02 | 0.982 | 0.023 | |
| ℓ-IFAIRd (clusters)=5, dv (variables)=152026.02 | 0.987 | 0.076 | |
| ORACLEd (clusters)=15, dv (variables)=452026.02 | 1 | 0 | |
| ORACLEd (clusters)=5, dv (variables)=152026.02 | 1.008 | 0 | |
| UNAWAREd (clusters)=15, dv (variables)=452026.02 | 1.014 | 0.024 | |
| NO-DESCSd (clusters)=15, dv (variables)=452026.02 | 1.022 | 0.02 | |
| ℓ-IFAIRd (clusters)=15, dv (variables)=452026.02 | 1.042 | 0.017 | |
| ORACLEd (clusters)=10, dv (variables)=302026.02 | 1.055 | 0 |