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ResearchFormerly WizWand

Dimensionality Reduction on MNIST (Trustworthiness & AUC R_NX)

68.67AUC R_NX ScoreAE
-2.642815.871134.38552.8989Sep 27, 2020
Updated 8mo ago

Evaluation results

MethodLinks
AEOutput Dimension=642020.0968.670.9997
AEOutput Dimension=642020.0968.670.9997
P. t-SNEOutput Dimension=642020.0965.460.9997
Parametric t-SNEOutput Dimension=642020.0965.460.9997
PCAOutput Dimension=642020.0965.010.9999
PCAOutput Dimension=642020.0965.010.9999
VAEOutput Dimension=642020.0962.30.9994
VAEOutput Dimension=642020.0962.30.9994
IVISOutput Dimension=642020.0948.060.9961
IVISOutput Dimension=642020.0948.060.9961
t-SNEOutput Dimension=22020.0935.550.9874
t-SNEOutput Dimension=22020.0935.550.9874
UMAP/AEOutput Dimension=642020.0934.850.9905
UMAP/AEOutput Dimension=642020.0934.850.9905
UMAPOutput Dimension=642020.0933.340.9895
UMAPOutput Dimension=642020.0933.340.9895
Parametric UMAPOutput Dimension=642020.0931.940.988
Parametric UMAPOutput Dimension=642020.0931.940.988
PHATEOutput Dimension=642020.0930.050.9856
PHATEOutput Dimension=642020.0930.050.9856
UMAP/AEOutput Dimension=22020.0924.410.9675
UMAP/AEOutput Dimension=22020.0924.410.9675
UMAPOutput Dimension=22020.0924.220.9601
UMAPOutput Dimension=22020.0924.220.9601
P. t-SNEOutput Dimension=22020.0923.710.9655
Parametric t-SNEOutput Dimension=22020.0923.710.9655
Parametric UMAPOutput Dimension=22020.0923.330.9573
Parametric UMAPOutput Dimension=22020.0923.330.9573
SCVISOutput Dimension=22020.0922.440.9201
SCVISOutput Dimension=22020.0922.440.9201
VAEOutput Dimension=22020.0920.410.9513
VAEOutput Dimension=22020.0920.410.9513
IVISOutput Dimension=22020.0917.980.8748
IVISOutput Dimension=22020.0917.980.8748
PHATEOutput Dimension=22020.0917.920.873
PHATEOutput Dimension=22020.0917.920.873
AEOutput Dimension=22020.0917.410.9663
AEOutput Dimension=22020.0917.410.9663
PCAOutput Dimension=22020.0911.610.7434
PCAOutput Dimension=22020.0911.610.7434
SCVISOutput Dimension=642020.090.1—
SCVISOutput Dimension=642020.090.1—