Where Do Two Populations of Persistence Diagrams Differ? Calibrated Local Inference at a Fixed Budget
The research develops a method for simultaneously testing local differences between two populations of persistence diagrams using a fixed budget of diagrams. It defines local contrasts based on weighted feature mass in specific regions of the birth-death plane, achieving high statistical coverage (94%-98%) and outperforming pixelwise image inference methods.