TopologieEmbedding
TopologieEmbedding refers to the process of representing data points in a lower-dimensional space while preserving their topological relationships. Topology, in this context, focuses on the properties of data that remain invariant under continuous deformations, such as connectivity and the presence of holes. The goal of a TopologieEmbedding is to create a visualization or representation where the relative positions of points in the lower-dimensional space accurately reflect their proximity and structure in the original high-dimensional space.
This is particularly useful for understanding complex datasets where direct visualization is impossible. Many techniques exist