Homology-Preserving Dimensionality Reduction via Adaptive Mapper and Landmark Isomap

Shakiba Khourashahi, Ilia Jahanshahi, Bei Wang +1

As data becomes increasingly central across engineering and scientific disciplines, effective visualization is essential for interpreting complex, high-dimensional structures. Dime…