TopoMap++ : A Faster and More Space Efficient Technique to Compute Projections with Topological Guarantees

High-dimensional data, characterized by many features, can be difficult to visualize effectively. Dimensionality reduction techniques, such as PCA, UMAP, and t-SNE, address this challenge by projecting the data into a lower-dimensional space while preserving important relationships. TopoMap is anoth...

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Veröffentlicht in:IEEE transactions on visualization and computer graphics. - 1996. - 31(2025), 1 vom: 28. Jan., Seite 229-239
1. Verfasser: Guardieiro, Vitoria (VerfasserIn)
Weitere Verfasser: de Oliveira, Felipe Inagaki, Doraiswamy, Harish, Nonato, Luis Gustavo, Silva, Claudio
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on visualization and computer graphics
Schlagworte:Journal Article