What is intrinsic vs extrinsic geometry in dimensionality reduction?

Intrinsic geometry describes manifold structure; extrinsic geometry describes embedding space representation.

Intrinsic geometry refers to properties like geodesic distances that exist within the manifold regardless of embedding. Extrinsic geometry refers to how the data sits in ambient space. Dimensionality reduction aims to preserve intrinsic geometry while changing extrinsic representation.