Algebraic and Topological Persistence
Luciano Melodia

TL;DR
This thesis develops a rigorous mathematical foundation for algebraic and topological persistence, clarifying existing theories and extending them to triangulable spaces, with applications to filtrations of point clouds.
Contribution
It provides a canonical, rigorous presentation of persistence theory for triangulable spaces, filling gaps in the existing literature and clarifying foundational relationships.
Findings
Proves the Excision Theorem in algebraic topology.
Demonstrates the equivalence of simplicial and singular homology for triangulable spaces.
Develops the theory of persistent homology and cohomology for filtrations.
Abstract
This thesis addresses the theory of topological spaces and the foundations of persistence theory. We will discuss chain complexes and the associated simplicial homology groups, as well as their relationship with singular homology theory. Moreover, we present the fundamental concepts of algebraic topology, including exact and short exact sequences and relative homology groups derived from quotienting with subspaces of a topological space. These tools are used to prove the Excision Theorem in algebraic topology. Subsequently, the theorem is applied to demonstrate the equivalence of simplicial and singular homology for triangulable topological spaces, i.e. those topological spaces which admit a simplicial structure. This enables a more general theory of homology to be adopted in the study of filtrations of point clouds. The chapter on homological persistence makes use of these tools…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsConstraint Satisfaction and Optimization · Advanced Algebra and Logic
