Hypothesis Testing for Topological Data Analysis

Understand

Persistent homology is a vital tool for topological data analysis.

• Previous work has developed some statistical estimators for characteristics of collections of persistence diagrams.
• However, tools that provide statistical inference for observations that are persistence diagrams are limited.
• Specifically, there is a need for tests that can assess the strength of evidence against a claim that two samples arise from the same population or process.