Zipan Huang

Beyond Euclidean Summaries: Online Change Point Detection for Distribution-Valued Data

Existing online change-point detection (CPD) methods rely on fixed-dimensional Euclidean summaries, implicitly assuming that distributional changes are well captured by moment-based or feature-based representations. They can obscure important changes in distributional shape or geometry. We propose a…