Euler Integration of Gaussian Random Fields and Persistent Homology
classification
🧮 math.PR
math.AT
keywords
eulergaussianhomologypersistentrandomcharacteristicfieldfunction
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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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