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Benchmarks
Sufficient Dimension Reduction on Euclidean response settings Setting D
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0.809
Average Distance Correlation
GenSDR
0.3462
0.46635
0.5865
0.70665
Dec 22, 2025
Average Distance Correlation
Updated 3mo ago
Evaluation Results
Method
Method
Links
Average Distance Correlation
GenSDR
Sample size (n)=3000
2025.12
0.809
GenSDR
Sample size (n)=2000
2025.12
0.761
GSIR
Sample size (n)=3000
2025.12
0.732
GSIR
Sample size (n)=2000
2025.12
0.719
GenSDR
Sample size (n)=1000
2025.12
0.703
GMDDNet
Sample size (n)=3000
2025.12
0.697
GSIR
Sample size (n)=1000
2025.12
0.683
GMDDNet
Sample size (n)=2000
2025.12
0.629
BENN
Sample size (n)=3000
2025.12
0.575
BENN
Sample size (n)=2000
2025.12
0.559
GMDDNet
Sample size (n)=1000
2025.12
0.535
BENN
Sample size (n)=1000
2025.12
0.519
DDR
Sample size (n)=3000
2025.12
0.414
DDR
Sample size (n)=2000
2025.12
0.389
DDR
Sample size (n)=1000
2025.12
0.364
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