t-SNE vs UMAP, TriMAP, PacMAP?

[BradKML]

There are other visualization techniques that maintains distance between data points like t-SNE, what makes this particular for feature engineering compared to PCA or Auto-Encoders?

• https://www.kaggle.com/frankmollard/pca-t-sne-umap-trimap-pacmap
• https://towardsdatascience.com/why-you-should-not-rely-on-t-sne-umap-or-trimap-f8f5dc333e59
• https://www.semanticscholar.org/reader/14475a5aafee6ee60d8592f6000f179f18edf29a
• http://chasen.org/~daiti-m/paper/ishizuka22npdv.pdf