Understanding Differentiable Embeddings Through Differential and Integral Geometry

Xinyu Zhang, Klaus Mueller

How can an analyst decide whether a nonlinear dimensionality reduction embedding can be trusted? Existing diagnostics provide only partial answers: projection glyphs characterize l…