Robust statistics, hypothesis testing, and confidence intervals for persistent homology on metric measure spaces

Understand

We study distributions of persistent homology barcodes associated to taking subsamples of a fixed size from metric measure spaces.

• We show that such distributions provide robust invariants of metric measure spaces, and illustrate their use in hypothesis testing and providing confidence intervals for topological data analysis.