Stability of persistence diagrams

被引:746
作者
Cohen-Steiner, David
Edelsbrunner, Herbert
Harer, John
机构
[1] INRIA, F-06904 Sophia Antipolis, France
[2] Duke Univ, Dept Comp Sci, Durham, NC 27708 USA
[3] Geomagic, Res Triangle Pk, NC 27709 USA
[4] Duke Univ, Dept Math, Durham, NC 27708 USA
关键词
Topological Space; Simplicial Complex; Homology Group; Hausdorff Distance; Rigid Motion;
D O I
10.1007/s00454-006-1276-5
中图分类号
TP301 [理论、方法];
学科分类号
081202 [计算机软件与理论];
摘要
The persistence diagram of a real-valued function on a topological space is a multiset of points in the extended plane. We prove that under mild assumptions on the function, the persistence diagram is stable: small changes in the function imply only small changes in the diagram. We apply this result to estimating the homology of sets in a metric space and to comparing and classifying geometric shapes.
引用
收藏
页码:103 / 120
页数:18
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