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Topological Inference of the Conley Index
- Publication Year :
- 2022
-
Abstract
- The Conley index of an isolated invariant set is a fundamental object in the study of dynamical systems. Here we consider smooth functions on closed submanifolds of Euclidean space and describe a framework for inferring the Conley index of any compact, connected isolated critical set of such a function with high confidence from a sufficiently large finite point sample. The main construction of this paper is a specific index pair which is local to the critical set in question. We establish that these index pairs have positive reach and hence admit a sampling theory for robust homology inference. This allows us to estimate the Conley index, and as a direct consequence, we are also able to estimate the Morse index of any critical point of a Morse function using finitely many local evaluations.<br />Comment: 33 pages, comments welcome
Details
- Database :
- arXiv
- Publication Type :
- Report
- Accession number :
- edsarx.2206.10198
- Document Type :
- Working Paper