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  • 标题:Improved Approximate Rips Filtrations with Shifted Integer Lattices
  • 本地全文:下载
  • 作者:Aruni Choudhary ; Michael Kerber ; Sharath Raghvendra
  • 期刊名称:LIPIcs : Leibniz International Proceedings in Informatics
  • 电子版ISSN:1868-8969
  • 出版年度:2017
  • 卷号:87
  • 页码:28:1-28:13
  • DOI:10.4230/LIPIcs.ESA.2017.28
  • 出版社:Schloss Dagstuhl -- Leibniz-Zentrum fuer Informatik
  • 摘要:Rips complexes are important structures for analyzing topological features of metric spaces. Unfortunately, generating these complexes constitutes an expensive task because of a combinatorial explosion in the complex size. For n points in R^d, we present a scheme to construct a 4.24-approximation of the multi-scale filtration of the Rips complex in the L-infinity metric, which extends to a O(d^{0.25})-approximation of the Rips filtration for the Euclidean case. The k-skeleton of the resulting approximation has a total size of n2^{O(d log k)}. The scheme is based on the integer lattice and on the barycentric subdivision of the d-cube.
  • 关键词:Persistent homology; Rips filtrations; Approximation algorithms; Topological Data Analysis
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