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Random geometric complexes

We study the expected topological properties of Cech and Vietoris-Rips complexes built on i.i.d. random points in R^d. We find higher dimensional analogues of known results for connectivity and component counts for random geometric graphs. However, higher homology H_k is not monotone when k > 0. In particular for every k > 0 we exhibit two thresholds, one where homology passes from vanishing to nonvanishing, and another where it passes back to vanishing. We give asymptotic formulas for the expectation of the Betti numbers in the sparser regimes, and bounds in the denser regimes. The main technical contribution of the article is in the application of discrete Morse theory in geometric probability.

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AuthorshipTopic signalTopic signalTopic signalTopic signalRelated contextWRandom geometric complexespreprint / 2010AMatthew KahleResearcherTmath.CO8936 worksTmath.PR7239 worksTmath.AT1949 worksTmath.MG1407 works
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Random geometric complexes

preprint / 2010

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