Hierarchical Uniform Manifold Approximation and Projection (HUMAP): A Novel Dimensionality Reduction Technique for Preserving Global and Local Structures across Hierarchy Levels
HUMAP is a novel hierarchical dimensionality reduction technique that effectively preserves both global and local structures in the low-dimensional representation of high-dimensional datasets, while maintaining the mental map across hierarchy levels.