The contributions of this paper are two-fold.
<coherence> The contributions of this paper are two-fold.
Two central concepts from topological data analysis are persistence and the Mapper construction. Persistence employs a sequence of objects built on data called a filtration. A Mapper produces insightful summaries of data, and has found widespread applications in diverse areas.