1. A system that facilitates indexing and retrieving electronic handwritten ink characters comprising: a featurization component that featurizes input ink to yield a membership matrix for each input ink; a processor component that projects at least the membership matrix for each input ink into a low dimensional space; and an index component that indexes each input ink using redundant bit vectors in one or more bit vector indices.