Regression on AMES HOUSING subsampled to 300 (train)
0.99R500Shapley
Evaluation results
| Method | Links | |
|---|---|---|
| ShapleySemivalue=Shapley, Utility path=MSE-MAE convex path, Regression model=Linear regression with L-BFGS2025.02 | 0.99 | |
| (4,1)-Beta ShapleySemivalue=(4,1)-Beta Shapley, Utility path=MSE-MAE convex path, Regression model=Linear regression with L-BFGS2025.02 | 0.99 | |
| BanzhafSemivalue=Banzhaf, Utility path=MSE-MAE convex path, Regression model=Linear regression with L-BFGS2025.02 | 0.99 | |
| ShapleyConvex path=MAE-R2, Model=Linear Regression with L-BFGS, Approximations=5 runs2025.02 | 0.98 | |
| (4,1)-Beta ShapleyConvex path=MAE-R2, Model=Linear Regression with L-BFGS, Approximations=5 runs2025.02 | 0.98 | |
| BanzhafConvex path=MAE-R2, Model=Linear Regression with L-BFGS, Approximations=5 runs2025.02 | 0.98 | |
| BanzhafModel=linear regression (L-BFGS), Utility Path=MSE-MAE-R2, Approximation Runs=52025.02 | 0.91 | |
| ShapleyModel=linear regression (L-BFGS), Utility Path=MSE-MAE-R2, Approximation Runs=52025.02 | 0.89 | |
| (4,1)-Beta ShapleyModel=linear regression (L-BFGS), Utility Path=MSE-MAE-R2, Approximation Runs=52025.02 | 0.89 |