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ResearchFormerly WizWand

Sufficient Dimension Reduction on Euclidean response Setting A

0.954Average Distance CorrelationGenSDR
0.292560.464280.6360.80772Dec 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
GenSDRCovariate Distribution=Uniform U([0, 1]^d)2025.120.954
GSIRCovariate Distribution=Uniform U([0, 1]^d)2025.120.941
BENNCovariate Distribution=Uniform U([0, 1]^d)2025.120.857
GenSDRCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.120.81
GSIRCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.120.808
GSIRCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.120.806
GenSDRCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.120.804
GMDDNetCovariate Distribution=Uniform U([0, 1]^d)2025.120.775
GMDDNetCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.120.69
BENNCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.120.689
BENNCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.120.676
GMDDNetCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.120.664
DDRCovariate Distribution=Anisotropic Gaussian N(1_dx, HH^T)2025.120.467
DDRCovariate Distribution=Isotropic Gaussian N(1_dx, I_dx)2025.120.451
DDRCovariate Distribution=Uniform U([0, 1]^d)2025.120.318