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ResearchFormerly WizWand

Dimensionality Reduction on FMNIST (Trustworthiness & AUC RNX)

76.48AUC R_NX ScorePCA
-3.100817.559638.2258.8804Sep 27, 2020
Updated 8mo ago

Evaluation results

MethodLinks
PCAOutput Dimension=642020.0976.4899.95
PCAOutput Dimension=642020.0976.4899.95
AEOutput Dimension=642020.0967.3799.91
AEOutput Dimension=642020.0967.3799.91
P. t-SNEOutput Dimension=642020.0966.8799.91
Parametric t-SNEOutput Dimension=642020.0966.8799.91
VAEOutput Dimension=642020.0949.2299.6
VAEOutput Dimension=642020.0949.2299.6
t-SNEOutput Dimension=22020.0940.5599.06
t-SNEOutput Dimension=22020.0940.5599.06
UMAP/AEOutput Dimension=642020.093999.13
UMAP/AEOutput Dimension=642020.093999.13
UMAPOutput Dimension=642020.0938.0798.97
UMAPOutput Dimension=642020.0938.0798.97
IVISOutput Dimension=642020.0937.1796.51
IVISOutput Dimension=642020.0937.1796.51
Parametric UMAPOutput Dimension=642020.0936.6298.94
Parametric UMAPOutput Dimension=642020.0936.6298.94
PHATEOutput Dimension=642020.0934.498.87
PHATEOutput Dimension=642020.0934.498.87
UMAP/AEOutput Dimension=22020.0932.1898.42
UMAP/AEOutput Dimension=22020.0932.1898.42
P. t-SNEOutput Dimension=22020.0931.2898.27
Parametric t-SNEOutput Dimension=22020.0931.2898.27
UMAPOutput Dimension=22020.0931.0697.77
UMAPOutput Dimension=22020.0931.0697.77
SCVISOutput Dimension=22020.0929.6796.26
SCVISOutput Dimension=22020.0929.6796.26
Parametric UMAPOutput Dimension=22020.0929.4997.33
Parametric UMAPOutput Dimension=22020.0929.4997.33
VAEOutput Dimension=22020.0928.8397.51
VAEOutput Dimension=22020.0928.8397.51
PHATEOutput Dimension=22020.0926.6894.94
PHATEOutput Dimension=22020.0926.6894.94
AEOutput Dimension=22020.0925.6398.03
AEOutput Dimension=22020.0925.6398.03
PCAOutput Dimension=22020.0924.2991.26
PCAOutput Dimension=22020.0924.2991.26
IVISOutput Dimension=22020.0921.5688.56
IVISOutput Dimension=22020.0921.5688.56
SCVISOutput Dimension=642020.09-0.04—
SCVISOutput Dimension=642020.09-0.04—