Understanding how dimension reduction tools work: an empirical approach to deciphering t-SNE, UMAP, TriMAP, and PaCMAP for data visualization

Y Wang, H Huang, C Rudin, Y Shaposhnik - Journal of Machine Learning …, 2021 - jmlr.org
Dimension reduction (DR) techniques such as t-SNE, UMAP, and TriMap have
demonstrated impressive visualization performance on many real-world datasets. One …
被引用次数：294 相关文章

Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMap, and PaCMAP for Data Visualization

Y Wang, H Huang, C Rudin, Y Shaposhnik - Journal of Machine Learning …, 2021 - jmlr.org
Dimension reduction (DR) techniques such as t-SNE, UMAP, and TriMap have
demonstrated impressive visualization performance on many real-world datasets. One …

Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization

Y Wang, H Huang, C Rudin, Y Shaposhnik - arXiv preprint arXiv …, 2020 - arxiv.org
Dimension reduction (DR) techniques such as t-SNE, UMAP, and TriMAP have
demonstrated impressive visualization performance on many real world datasets. One …

Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMap, and PaCMAP for Data Visualization

Y Wang, H Huang, C Rudin… - Journal of Machine …, 2021 - jmlr.csail.mit.edu
Dimension reduction (DR) techniques such as t-SNE, UMAP, and TriMap have
demonstrated impressive visualization performance on many real-world datasets. One …

Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMAP, and PaCMAP for Data Visualization

Y Wang, H Huang, C Rudin, Y Shaposhnik - arXiv e-prints, 2020 - ui.adsabs.harvard.edu
Dimension reduction (DR) techniques such as t-SNE, UMAP, and TriMAP have
demonstrated impressive visualization performance on many real world datasets. One …

Understanding How Dimension Reduction Tools Work: An Empirical Approach to Deciphering t-SNE, UMAP, TriMap, and PaCMAP for Data Visualization

Y Wang, H Huang, C Rudin… - Journal of Machine …, 2021 - jmlr.csail.mit.edu
Dimension reduction (DR) techniques such as t-SNE, UMAP, and TriMap have
demonstrated impressive visualization performance on many real-world datasets. One …