Dimensionality Reduction on MCA

Metric: Classification Accuracy (higher is better)

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#	Model↕	Classification Accuracy▼	Augmentations	Paper	Date↕	Code
1	UDRN	90.9	No	UDRN: Unified Dimensional Reduction Neural Netwo...	2022-07-08	-
2	tSNE	51.5	No	-	-	Code
3	IVIS	46.6	No	Parametric UMAP embeddings for representation an...	2020-09-27	Code
4	UMAP	41.3	No	UMAP: Uniform Manifold Approximation and Project...	2018-02-09	Code

#1UDRNSOTA
90.9
Classification Accuracy· 2022-07-08
UDRN: Unified Dimensional Reduction Neural Network for Feature Selection and Feature Projection
#2tSNE
51.5
Classification Accuracy
No paperCode
#3IVISSOTA
46.6
Classification Accuracy· 2020-09-27
Parametric UMAP embeddings for representation and semi-supervised learning Code
#4UMAPSOTA
41.3
Classification Accuracy· 2018-02-09
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Code