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Statistical analysis of measures of non-convexity

21 November 2022
A. Cholaquidis
R. Fraiman
L. Moreno
Beatriz Pateiro-López
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Abstract

Several measures of non-convexity (departures from convexity) have been introduced in the literature, both for sets and functions. Some of them are of geometric nature, while others are more of topological nature. We address the statistical analysis of some of these measures of non-convexity of a set SSS, by dealing with their estimation based on a sample of points in SSS. We introduce also a new measure of non-convexity. We discuss briefly about these different notions of non-convexity, prove consistency and find the asymptotic distribution for the proposed estimators. We also consider the practical implementation of these estimators and illustrate their applicability to a real data example.

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