Preserving Vector Space Properties in Dimensionality Reduction: A Relationship Preserving Loss Framework

Eddi Weinwurm, Alexander Kovalenko

Dimensionality reduction can distort vector space properties such as orthogonality and linear independence, which are critical for tasks including cross-modal retrieval, clustering…