Causal Evaluation on LinearParam DGP1 Simulator Sim1 (synthetic)
0.09SWDX (Lin)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| X (Lin)Distribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.015 | |
| X (GBT)Distribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.019 | |
| DML (Lin)Distribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.082 | |
| DML (GBT)Distribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.028 | |
| DR (Lin)Distribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.016 | |
| BARTDistribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.018 | |
| TMLEDistribution=Posterior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.09 | 0.064 | |
| X (Lin)Distribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 0.574 | |
| X (GBT)Distribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 0.586 | |
| DML (Lin)Distribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 0.55 | |
| DML (GBT)Distribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 0.564 | |
| DR (Lin)Distribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 800,000 | |
| BARTDistribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 0.59 | |
| TMLEDistribution=Prior, DGP Param(s)=θ = {β, τ, ρ}2025.09 | 0.52 | 0.624 |