Figure 3

Illustration of the progression of the average error in distances measured within the datascape (without connecting the graph components) and the theoretical distance of the underlying manifold (in this case, a circle) for a given value of k. Specific values of k were selected, and the resulting shape and topology of the datascape were included in the visualization.