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ResearchFormerly WizWand

Dimensionality Reduction Accuracy Prediction on 96 datasets

0.9471T&C ScorePds+Mnc
0.4922040.6103020.72840.846498Dec 20, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Pds+MncTarget DR Technique=t-SNE2025.120.94710.78480.43030.860.6569
Pds+MncTarget DR Technique=UMATO2025.120.92230.78230.57330.83920.688
Pds+MncTarget DR Technique=PCA2025.120.9150.84460.57840.90630.8836
Pds+MncTarget DR Technique=UMAP2025.120.89550.81830.39440.79780.7578
Pds+MncTarget DR Technique=LLE2025.120.87810.85010.69860.76450.7739
Intrinsic Dimension (Geometric)Target DR Technique=PCA2025.120.85880.84170.1720.79890.716
Pds+MncTarget DR Technique=Isomap2025.120.85140.91230.79620.94540.8935
Intrinsic Dimension (Geometric)Target DR Technique=LLE2025.120.84960.44760.70580.71230.7539
Intrinsic Dimension (Geometric)Target DR Technique=UMATO2025.120.84380.70380.22750.5660.1383
Intrinsic Dimension (Geometric)Target DR Technique=Isomap2025.120.82530.70690.56290.85440.8855
Intrinsic Dimension (Projection)Target DR Technique=PCA2025.120.80270.8430.65240.71120.6445
Intrinsic Dimension (Projection)Target DR Technique=Isomap2025.120.79980.79240.60940.73260.6557
Intrinsic Dimension (Projection)Target DR Technique=LLE2025.120.77470.78460.29870.67370.7473
Intrinsic Dimension (Projection)Target DR Technique=t-SNE2025.120.76150.66430.02120.57460.1674
Intrinsic Dimension (Projection)Target DR Technique=UMATO2025.120.72070.69060.32220.71090.2838
Intrinsic Dimension (Geometric)Target DR Technique=UMAP2025.120.71460.65190.42040.6550.0405
Intrinsic Dimension (Projection)Target DR Technique=UMAP2025.120.6540.64490.26560.63890.369
Intrinsic Dimension (Geometric)Target DR Technique=t-SNE2025.120.50970.57670.00290.33030.1257