2022
A Probabilistic Graph Coupling View of Dimension Reduction
NeurIPS 2022accept
Most popular dimension reduction (DR) methods like t-SNE and UMAP are based on minimizing a cost between input and latent pairwise similarities. Though widely used, these approaches lack clear probabilistic foundations to enable a full understanding of their properties and limitations. To that exten…