{ "id": "2206.08818", "version": "v1", "published": "2022-06-17T14:52:15.000Z", "updated": "2022-06-17T14:52:15.000Z", "title": "Projected distances for multi-parameter persistence modules", "authors": [ "Nicolas Berkouk", "Francois Petit" ], "comment": "52 pages", "categories": [ "math.AT", "cs.CG" ], "abstract": "We introduce the new notions of projected distances and projected barcodes for multi-parameter persistence modules. Projected barcodes are defined as derived pushforward of persistence modules onto $\\mathbb{R}$. Projected distances come in two flavors: the integral sheaf metrics (ISM) and the sliced convolution distances (SCD). We conduct a systematic study of the stability of projected barcodes and show that the fibered barcode is a particular instance of projected barcodes. We prove that the ISM and the SCD provide lower bounds for the convolution distance. Furthermore, we show that the $\\gamma$-linear ISM and the $\\gamma$-linear SCD which are projected distances tailored for $\\gamma$-sheaves can be computed using TDA software dedicated to one-parameter persistence modules. Moreover, the time and memory complexity required to compute these two metrics are advantageous, since our approach does not require computing nor storing an entire $n$-persistence module.", "revisions": [ { "version": "v1", "updated": "2022-06-17T14:52:15.000Z" } ], "analyses": { "keywords": [ "multi-parameter persistence modules", "projected distances", "projected barcodes", "integral sheaf metrics", "one-parameter persistence modules" ], "note": { "typesetting": "TeX", "pages": 52, "language": "en", "license": "arXiv", "status": "editable" } } }