Towards One Model for Classical Dimensionality Reduction: A Probabilistic Perspective on UMAP and t-SNE

27 May 2024

Papers citing "Towards One Model for Classical Dimensionality Reduction: A Probabilistic Perspective on UMAP and t-SNE"

8 / 8 papers shown

Title
The Shape of Attraction in UMAP: Exploring the Embedding Forces in Dimensionality Reduction Mohammad Tariqul Islam Jason W. Fleischer 377 0 0 12 Mar 2025
White-Box Transformers via Sparse Rate Reduction Yaodong Yu Sam Buchanan Druv Pai Tianzhe Chu Ziyang Wu Shengbang Tong B. Haeffele Yi Ma ViT 87 86 0 01 Jun 2023
Dimensionality Reduction as Probabilistic Inference Aditya Ravuri Francisco Vargas V. Lalchand Neil D. Lawrence BDL 33 3 0 15 Apr 2023
From $t$ -SNE to UMAP with contrastive learning Sebastian Damrich Jan Niklas Böhm Fred Hamprecht D. Kobak SSL 79 23 0 03 Jun 2022
Representation Uncertainty in Self-Supervised Learning as Variational Inference Hiroki Nakamura Masashi Okada T. Taniguchi 52 18 0 22 Mar 2022
A Probabilistic Graph Coupling View of Dimension Reduction Hugues van Assel T. Espinasse J. Chiquet F. Picard 36 14 0 31 Jan 2022
On UMAP's true loss function Sebastian Damrich Fred Hamprecht 62 39 0 26 Mar 2021
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 157 9,413 0 09 Feb 2018