Dimensionality Reduction on MCA
Classification Accuracy
- 2008-11-01 — tSNE: Classification Accuracy 51.5
- 2022-07-08 — UDRN: Classification Accuracy 90.9
| Rank | Model | Classification Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | UDRN | 90.9 | UDRN: Unified Dimensional Reduction Neural Network for Feature Selection and Feature Projection | 2022 | |
| 2 | tSNE | 51.5 | Visualizing Data using t-SNE | elki-project/elki | 2008 |
| 3 | IVIS | 46.6 | Parametric UMAP embeddings for representation and semi-supervised learning | lmcinnes/umap · timsainb/ParametricUMAP_paper | 2020 |
| 4 | UMAP | 41.3 | UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction | lmcinnes/umap · mdozmorov/scRNA-seq_notes · jlmelville/uwot · +36 | 2018 |