Sufficient Dimension Reduction on Euclidean response Setting A
0.954Average Distance CorrelationGenSDR
Evaluation Results
| Method | Links | |
|---|---|---|
| GenSDRCovariate Distribution=Uniform U([0, 1]^d)2025.12 | 0.954 | |
| GSIRCovariate Distribution=Uniform U([0, 1]^d)2025.12 | 0.941 | |
| BENNCovariate Distribution=Uniform U([0, 1]^d)2025.12 | 0.857 | |
| GenSDRCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.12 | 0.81 | |
| GSIRCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.12 | 0.808 | |
| GSIRCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.12 | 0.806 | |
| GenSDRCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.12 | 0.804 | |
| GMDDNetCovariate Distribution=Uniform U([0, 1]^d)2025.12 | 0.775 | |
| GMDDNetCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.12 | 0.69 | |
| BENNCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.12 | 0.689 | |
| BENNCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.12 | 0.676 | |
| GMDDNetCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.12 | 0.664 | |
| DDRCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.12 | 0.467 | |
| DDRCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.12 | 0.451 | |
| DDRCovariate Distribution=Uniform U([0, 1]^d)2025.12 | 0.318 |