4.0 Article

EULER INTEGRATION OF GAUSSIAN RANDOM FIELDS AND PERSISTENT HOMOLOGY

期刊

JOURNAL OF TOPOLOGY AND ANALYSIS
卷 4, 期 1, 页码 49-70

出版社

WORLD SCIENTIFIC PUBL CO PTE LTD
DOI: 10.1142/S1793525312500057

关键词

Persistent homology; barcodes; Betti numbers; Euler characteristic; random fields; Gaussian processes; Gaussian kinematic formula

资金

  1. Israel Academy of Sciences and Humanities
  2. US-Israel Binational Science Foundation [2008262]
  3. National Science Foundation [DMS-0852227]

向作者/读者索取更多资源

In this paper we extend the notion of the Euler characteristic to persistent homology and give the relationship between the Euler integral of a function and the Euler characteristic of the function's persistent homology. We then proceed to compute the expected Euler integral of a Gaussian random field using the Gaussian kinematic formula and obtain a simple closed form expression. This results in the first explicitly computable mean of a quantitative descriptor for the persistent homology of a Gaussian random field.

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