A Probabilistic Graph Coupling View of Dimension Reduction

A Probabilistic Graph Coupling View of Dimension Reduction

31 January 2022

Hugues van Assel

Papers citing "A Probabilistic Graph Coupling View of Dimension Reduction"

11 / 11 papers shown

Title
Dimension Reduction with Locally Adjusted Graphs Yingfan Wang Yiyang Sun Haiyang Huang Cynthia Rudin 80 1 0 19 Dec 2024
Assessing and improving reliability of neighbor embedding methods: a map-continuity perspective Zhexuan Liu Rong Ma Yiqiao Zhong 62 0 0 22 Oct 2024
Towards One Model for Classical Dimensionality Reduction: A Probabilistic Perspective on UMAP and t-SNE Aditya Ravuri Neil D. Lawrence 28 1 0 27 May 2024
Entity Alignment with Unlabeled Dangling Cases Hang Yin Dong Ding Liyao Xiang Yuheng He Yihan Wu Xinbing Wang Cheng Zhou 25 0 0 16 Mar 2024
Distributional Reduction: Unifying Dimensionality Reduction and Clustering with Gromov-Wasserstein Hugues van Assel Cédric Vincent-Cuaz Nicolas Courty Rémi Flamary Pascal Frossard Titouan Vayer 26 3 0 03 Feb 2024
Interpolating between Clustering and Dimensionality Reduction with Gromov-Wasserstein Hugues van Assel Cédric Vincent-Cuaz Titouan Vayer Rémi Flamary Nicolas Courty 27 0 0 05 Oct 2023
Kernel-Based Testing for Single-Cell Differential Analysis Anthony Ozier-Lafontaine Camille Fourneaux G. Durif Polina Arsenteva C. Vallot O. Gandrillon Sandrine Giraud Bertrand Michel Franck Picard 29 5 0 17 Jul 2023
Matrix Information Theory for Self-Supervised Learning Yifan Zhang Zhi-Hao Tan Jingqin Yang Weiran Huang Yang Yuan SSL 48 16 0 27 May 2023
SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities Hugues van Assel Titouan Vayer Rémi Flamary Nicolas Courty 25 9 0 23 May 2023
Contrastive Learning Is Spectral Clustering On Similarity Graph Zhi-Hao Tan Yifan Zhang Jingqin Yang Yang Yuan SSL 54 18 0 27 Mar 2023
Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization Yingfan Wang Haiyang Huang Cynthia Rudin Yaron Shaposhnik 161 304 0 08 Dec 2020