{ "id": "2206.10198", "version": "v1", "published": "2022-06-21T08:54:44.000Z", "updated": "2022-06-21T08:54:44.000Z", "title": "Topological Inference of the Conley Index", "authors": [ "Ka Man Yim", "Vidit Nanda" ], "comment": "33 pages, comments welcome", "categories": [ "math.DS", "math.AT" ], "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.", "revisions": [ { "version": "v1", "updated": "2022-06-21T08:54:44.000Z" } ], "analyses": { "subjects": [ "37B30", "37B35", "55N31" ], "keywords": [ "conley index", "topological inference", "sufficiently large finite point sample", "specific index pair", "robust homology inference" ], "note": { "typesetting": "TeX", "pages": 33, "language": "en", "license": "arXiv", "status": "editable" } } }